US20150277569A1 - Radar-based gesture recognition - Google Patents

Radar-based gesture recognition Download PDF

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Publication number
US20150277569A1
US20150277569A1 US14/229,727 US201414229727A US2015277569A1 US 20150277569 A1 US20150277569 A1 US 20150277569A1 US 201414229727 A US201414229727 A US 201414229727A US 2015277569 A1 US2015277569 A1 US 2015277569A1
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Prior art keywords
gesture
mobile device
radar
body part
uwb
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US14/229,727
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US9921657B2 (en
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Mark E. Sprenger
Paul J. Gwin
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Tahoe Research Ltd
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Individual
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Priority to US14/229,727 priority Critical patent/US9921657B2/en
Priority to TW104105364A priority patent/TWI635415B/en
Priority to CN201580010983.XA priority patent/CN106062777A/en
Priority to KR1020167023536A priority patent/KR101850009B1/en
Priority to PCT/US2015/023220 priority patent/WO2015149049A1/en
Priority to EP15768078.6A priority patent/EP3123396B1/en
Priority to EP20185718.2A priority patent/EP3742264A1/en
Publication of US20150277569A1 publication Critical patent/US20150277569A1/en
Assigned to INTEL CORPORATION reassignment INTEL CORPORATION ASSIGNMENT OF ASSIGNORS INTEREST (SEE DOCUMENT FOR DETAILS). Assignors: GWIN, PAUL J., SPRENGER, Mark E.
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Assigned to TAHOE RESEARCH, LTD. reassignment TAHOE RESEARCH, LTD. ASSIGNMENT OF ASSIGNORS INTEREST (SEE DOCUMENT FOR DETAILS). Assignors: INTEL CORPORATION
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    • GPHYSICS
    • G06COMPUTING; CALCULATING OR COUNTING
    • G06FELECTRIC DIGITAL DATA PROCESSING
    • G06F3/00Input arrangements for transferring data to be processed into a form capable of being handled by the computer; Output arrangements for transferring data from processing unit to output unit, e.g. interface arrangements
    • G06F3/01Input arrangements or combined input and output arrangements for interaction between user and computer
    • G06F3/017Gesture based interaction, e.g. based on a set of recognized hand gestures
    • GPHYSICS
    • G01MEASURING; TESTING
    • G01SRADIO DIRECTION-FINDING; RADIO NAVIGATION; DETERMINING DISTANCE OR VELOCITY BY USE OF RADIO WAVES; LOCATING OR PRESENCE-DETECTING BY USE OF THE REFLECTION OR RERADIATION OF RADIO WAVES; ANALOGOUS ARRANGEMENTS USING OTHER WAVES
    • G01S13/00Systems using the reflection or reradiation of radio waves, e.g. radar systems; Analogous systems using reflection or reradiation of waves whose nature or wavelength is irrelevant or unspecified
    • G01S13/02Systems using reflection of radio waves, e.g. primary radar systems; Analogous systems
    • G01S13/50Systems of measurement based on relative movement of target
    • G01S13/58Velocity or trajectory determination systems; Sense-of-movement determination systems
    • G01S13/62Sense-of-movement determination
    • GPHYSICS
    • G06COMPUTING; CALCULATING OR COUNTING
    • G06FELECTRIC DIGITAL DATA PROCESSING
    • G06F3/00Input arrangements for transferring data to be processed into a form capable of being handled by the computer; Output arrangements for transferring data from processing unit to output unit, e.g. interface arrangements
    • G06F3/01Input arrangements or combined input and output arrangements for interaction between user and computer
    • G06F3/03Arrangements for converting the position or the displacement of a member into a coded form
    • G06F3/041Digitisers, e.g. for touch screens or touch pads, characterised by the transducing means
    • G06F3/046Digitisers, e.g. for touch screens or touch pads, characterised by the transducing means by electromagnetic means

Definitions

  • Embodiments generally relate to gesture recognition. More particularly, embodiments relate to radar-based gesture recognition.
  • Hand gesture control of mobile devices may involve the analysis of images captured by a camera embedded in the mobile device. Cameras, however, have a number of line of sight related challenges that may prevent gesture recognition from being effective. For example, poorly lit environments may have a negative impact on the quality of the image and in turn degrade performance. Additionally, gloves and other obstructions may inhibit accurate recognition of the hand and/or fingers. Moreover, the mobile device being placed in a bag, pouch, pocket and/or purse may preclude any image from being captured by the camera.
  • FIG. 1 is an illustration of an example of a gesture recognition scenario according to an embodiment
  • FIG. 2 is a side view of an example of a mobile device according to an embodiment
  • FIG. 3 is a flowchart of an example of a method of operating a ultra-wideband (UWB) radar module according to an embodiment
  • FIG. 4 is a flowchart of an example of a method of conducting radar-based gesture recognition according to an embodiment
  • FIG. 5 is a block diagram of an example of a UWB radar module according to an embodiment
  • FIG. 6 is a block diagram of an example of a logic architecture according to an embodiment
  • FIG. 7 is a block diagram of an example of a processor according to an embodiment.
  • FIG. 8 is a block diagram of an example of a system according to an embodiment.
  • a mobile device 10 e.g., notebook computer, tablet computer, convertible tablet, smart phone, personal digital assistant/PDA, mobile Internet device/MID, wearable device, portable All-In-One (pAIO)
  • UWB ultra-wideband
  • the UWB radar modules 12 may transmit a series of ultra-wideband (UWB) electromagnetic pulses (e.g., outbound pulses) and monitor the environment for reflected pulses (e.g., inbound pulses) from the hand 14 .
  • UWB ultra-wideband
  • the UWB radar modules 12 are micropower ultra-wideband impulse radar (MUIR) devices having low power consumption.
  • the monitoring may involve the use of triangulation techniques, which are facilitated by the deployment of multiple UWB radar modules 12 .
  • the outbound and inbound pulses may penetrate an obstruction 16 such as, for example, a glove worn by the hand 14 and/or the fabric of a bag, pouch, pocket or purse containing the mobile device 10 .
  • the outbound and inbound pulses may also be unaffected by the amount of light in the environment and may enable gesture recognition in the dark.
  • both lateral characteristics (e.g., up, down, left, right) and depth characteristics (e.g., inward, outward) of the movement of the hand 14 relative to the mobile device 10 may be identified and used to determine whether a known gesture is being made.
  • various aspects of the mobile device 10 such as, for example, the behavior of an object 18 (e.g., icon, image, window, text) presented on a display 20 of the mobile device 10 may be controlled based on the results of the gesture recognition.
  • an inward gesture of the hand 14 toward the mobile device 10 might cause the object 18 to be selected (e.g., as in a mouse click operation), wherein a gesture of the hand 14 to the left may cause the object 18 to correspondingly move to the left (e.g., as in a drag operation). Similar responses may be created for gestures in other directions.
  • other applications and/or controls such as, for example, media playback (e.g., play, pause, volume adjustment, track selection), game play, word processing, and so forth, may be linked to the gestures of the hand 14 .
  • FIG. 2 shows a side view of a mobile device 22 having a plurality of UWB radar modules that are configured to detect gestures at a relatively wide angle.
  • antennas 24 of the UWB radar modules are positioned along the edges of the device 22 to enable more than 180° of detection.
  • the placement of the antennas 24 may enable the recognition of gestures made beside and even behind the mobile device 22 .
  • a camera 26 embedded in the mobile device 22 may have a much smaller field of view in front of the mobile device 22 . Indeed, even the addition of a camera to the rear of the mobile device 22 may not achieve the broad detection range of the illustrated approach.
  • the UWB radar modules may also provide the mobile device 22 with a configurable detection range “R” so that objects and motion beyond the range may be effectively filtered out of the gesture recognition process.
  • the method 28 may be implemented as one or more modules in set of logic instructions stored in a machine- or computer-readable storage medium such as random access memory (RAM), read only memory (ROM), programmable ROM (PROM), firmware, flash memory, etc., in configurable logic such as, for example, programmable logic arrays (PLAs), field programmable gate arrays (FPGAs), complex programmable logic devices (CPLDs), in fixed-functionality hardware logic using circuit technology such as, for example, application specific integrated circuit (ASIC), complementary metal oxide semiconductor (CMOS) or transistor-transistor logic (TTL) technology, or any combination thereof.
  • RAM random access memory
  • ROM read only memory
  • PROM programmable ROM
  • firmware flash memory
  • PLAs programmable logic arrays
  • FPGAs field programmable gate arrays
  • CPLDs complex programmable logic devices
  • ASIC application specific integrated circuit
  • CMOS complementary metal oxide semiconductor
  • TTL transistor-transistor logic
  • computer program code to carry out operations shown in method 28 may be written in any combination of one or more programming languages, including an object oriented programming language such as JAVA, Smalltalk, C++ or the like and conventional procedural programming languages, such as the “C” programming language or similar programming languages.
  • object oriented programming language such as JAVA, Smalltalk, C++ or the like
  • conventional procedural programming languages such as the “C” programming language or similar programming languages.
  • Illustrated processing block 30 provides for generating a plurality of outbound pulses, wherein the outbound pulses may be UWB wideband electromagnetic pulses capable of penetrating various obstructions and/or materials such as fabrics, plastics and other opaque objects.
  • a plurality of inbound pulses may be received at block 32 .
  • the inbound pulses may reflect off of a moving body part such as a hand and may also penetrate certain materials and/or objects.
  • the timing between the outbound pulses and the inbound pulses may be indicative of the presence of a gesture being made within the detection range of the UWB radar modules.
  • Illustrated block 34 generates one or more radar measurements based on the plurality of inbound pulses.
  • the radar measurements may be in digital or analog format, and may be incorporated into one or more messages, packets, commands, etc., or any combination thereof.
  • FIG. 4 shows a method 36 of conducting radar-based gesture recognition.
  • the method 28 may be implemented as one or more modules in set of logic instructions stored in a machine- or computer-readable storage medium such as RAM, ROM, PROM, firmware, flash memory, etc., in configurable logic such as, for example, PLAs, FPGAs, CPLDs, in fixed-functionality hardware logic using circuit technology such as, for example, ASIC, CMOS or TTL technology, or any combination thereof.
  • Illustrated processing block 38 provides for obtaining one or more radar measurements from a plurality of UWB radar modules, wherein a determination may be made at block 40 as to whether a gesture has been detected.
  • the gesture may be detected while an obstruction is positioned between the body part in question and the mobile device, as well as while the body part is outside the line of sight of one or more cameras coupled to the mobile device. If a gesture is detected, block 42 may determine whether the detected gesture is recognized. Block 42 may involve comparing the gesture to one or more known gestures (e.g., a gesture library), wherein if the gesture corresponds to at least one of the one or more known gestures, the gesture may be considered as recognized. The comparison may take into consideration various lateral characteristics and/or depth characteristics identified with regard to the gesture.
  • a gesture library e.g., a gesture library
  • the method 36 may also include a calibration process (not shown) that may be conducted offline.
  • the calibration process may involve the user performing known gestures at random locations around the device and using the gestures performed during calibration to define, update and/or adapt the gesture library. Such an approach may enable the device to more accurately understand gestures from a specific user and eliminate false positives, which may be advantageous given potential variability between hand shapes, user disabilities, and so forth.
  • illustrated block 44 determines whether a gesture enabled application is running on the mobile device (e.g., in the forefront of a smart phone).
  • the application might be, for example, a browser, operating system, media playback, word processing or other application capable of mapping particular gestures to specific functions. If a gesture enabled application is running on the mobile device, block 46 may notify the application of the gesture, wherein one or more software subroutines may be performed at block 48 based on the gesture.
  • the software subroutines may be associated with, for example, media playback, game play, word processing and/or other functions on the mobile device.
  • a UWB radar module 50 is shown.
  • the UWB radar module 50 may be readily substituted for each of the UWB radar modules 12 ( FIG. 1 , e.g., as an integrated circuit/IC package), already discussed.
  • a noise source 52 may feed randomized noise into a pulse repetition generator 54 , which may in turn provide the necessary timing parameters to an impulse generator 56 .
  • a plurality of outbound pulses output from the impulse generator 56 may be broadcast/transmitted via one or more antennas 58 .
  • the pulse repetition generator 54 may also notify a delay module 60 of the timing of the outbound pulses, wherein the delay module 60 may use the timing information from the pulse repetition generator 54 and configurable range input 62 to control a range gate/controller 64 .
  • the illustrated range gate 64 controls an impulse receiver 66 , which samples inbound pulses via the antenna 58 .
  • the range gate 64 may selectively deactivate the impulse receiver 66 once a certain amount of time has expired since the outbound pulses were generated.
  • the impulse receiver 66 may provide a radar processor 68 with data regarding the pulse delay/echo, wherein the illustrated radar processor 68 uses a configurable sensitivity input 70 to generate the radar measurements that enable detection and recognition of the gestures.
  • the radar measurements are provided to another logic architecture (e.g., host processor) for gesture detection and/or recognition.
  • the radar processor 68 may alternatively conduct the gesture detection and/or recognition internally.
  • FIG. 6 shows a logic architecture 72 ( 72 a - 72 c ) that may be used to conduct radar-based gesture recognition.
  • the logic architecture 72 may generally implement one or more aspects of the method 36 ( FIG. 4 ), already discussed.
  • a detection module 72 a may use one or more radar measurements to detect a gesture of a body part relative to a mobile device, wherein a recognition module 72 b may compare the gesture to one or more known gestures (e.g., based on lateral movement characteristics, depth movement characteristics, etc).
  • the illustrated logic architecture 72 also includes a notification module 72 c to notify, if the gesture corresponds to at least one of the one or more known gestures, an application running on the mobile device of the gesture.
  • FIG. 7 illustrates a processor core 200 according to one embodiment.
  • the processor core 200 may be the core for any type of processor, such as a micro-processor, an embedded processor, a digital signal processor (DSP), a network processor, or other device to execute code. Although only one processor core 200 is illustrated in FIG. 7 , a processing element may alternatively include more than one of the processor core 200 illustrated in FIG. 7 .
  • the processor core 200 may be a single-threaded core or, for at least one embodiment, the processor core 200 may be multithreaded in that it may include more than one hardware thread context (or “logical processor”) per core.
  • FIG. 7 also illustrates a memory 270 coupled to the processor core 200 .
  • the memory 270 may be any of a wide variety of memories (including various layers of memory hierarchy) as are known or otherwise available to those of skill in the art.
  • the memory 270 may include one or more code 213 instruction(s) to be executed by the processor core 200 , wherein the code 213 may implement the method 28 ( FIG. 3 ) and/or the method 36 ( FIG. 4 ), already discussed.
  • the processor core 200 follows a program sequence of instructions indicated by the code 213 . Each instruction may enter a front end portion 210 and be processed by one or more decoders 220 .
  • the decoder 220 may generate as its output a micro operation such as a fixed width micro operation in a predefined format, or may generate other instructions, microinstructions, or control signals which reflect the original code instruction.
  • the illustrated front end 210 also includes register renaming logic 225 and scheduling logic 230 , which generally allocate resources and queue the operation corresponding to the convert instruction for execution.
  • the processor core 200 is shown including execution logic 250 having a set of execution units 255 - 1 through 255 -N. Some embodiments may include a number of execution units dedicated to specific functions or sets of functions. Other embodiments may include only one execution unit or one execution unit that can perform a particular function.
  • the illustrated execution logic 250 performs the operations specified by code instructions.
  • back end logic 260 retires the instructions of the code 213 .
  • the processor core 200 allows out of order execution but requires in order retirement of instructions.
  • Retirement logic 265 may take a variety of forms as known to those of skill in the art (e.g., re-order buffers or the like). In this manner, the processor core 200 is transformed during execution of the code 213 , at least in terms of the output generated by the decoder, the hardware registers and tables utilized by the register renaming logic 225 , and any registers (not shown) modified by the execution logic 250 .
  • a processing element may include other elements on chip with the processor core 200 .
  • a processing element may include memory control logic along with the processor core 200 .
  • the processing element may include I/O control logic and/or may include I/O control logic integrated with memory control logic.
  • the processing element may also include one or more caches.
  • FIG. 8 shown is a block diagram of a system 1000 embodiment in accordance with an embodiment. Shown in FIG. 8 is a multiprocessor system 1000 that includes a first processing element 1070 and a second processing element 1080 . While two processing elements 1070 and 1080 are shown, it is to be understood that an embodiment of the system 1000 may also include only one such processing element.
  • the system 1000 is illustrated as a point-to-point interconnect system, wherein the first processing element 1070 and the second processing element 1080 are coupled via a point-to-point interconnect 1050 . It should be understood that any or all of the interconnects illustrated in FIG. 8 may be implemented as a multi-drop bus rather than point-to-point interconnect.
  • each of processing elements 1070 and 1080 may be multicore processors, including first and second processor cores (i.e., processor cores 1074 a and 1074 b and processor cores 1084 a and 1084 b ).
  • Such cores 1074 a, 1074 b , 1084 a, 1084 b may be configured to execute instruction code in a manner similar to that discussed above in connection with FIG. 7 .
  • Each processing element 1070 , 1080 may include at least one shared cache 1896 a, 1896 b.
  • the shared cache 1896 a, 1896 b may store data (e.g., instructions) that are utilized by one or more components of the processor, such as the cores 1074 a, 1074 b and 1084 a, 1084 b, respectively.
  • the shared cache 1896 a, 1896 b may locally cache data stored in a memory 1032 , 1034 for faster access by components of the processor.
  • the shared cache 1896 a, 1896 b may include one or more mid-level caches, such as level 2 (L 2 ), level 3 (L 3 ), level 4 (L 4 ), or other levels of cache, a last level cache (LLC), and/or combinations thereof
  • mid-level caches such as level 2 (L 2 ), level 3 (L 3 ), level 4 (L 4 ), or other levels of cache, a last level cache (LLC), and/or combinations thereof
  • processing elements 1070 , 1080 may be present in a given processor.
  • processing elements 1070 , 1080 may be an element other than a processor, such as an accelerator or a field programmable gate array.
  • additional processing element(s) may include additional processors(s) that are the same as a first processor 1070 , additional processor(s) that are heterogeneous or asymmetric to processor a first processor 1070 , accelerators (such as, e.g., graphics accelerators or digital signal processing (DSP) units), field programmable gate arrays, or any other processing element.
  • accelerators such as, e.g., graphics accelerators or digital signal processing (DSP) units
  • DSP digital signal processing
  • processing elements 1070 , 1080 there can be a variety of differences between the processing elements 1070 , 1080 in terms of a spectrum of metrics of merit including architectural, micro architectural, thermal, power consumption characteristics, and the like. These differences may effectively manifest themselves as asymmetry and heterogeneity amongst the processing elements 1070 , 1080 .
  • the various processing elements 1070 , 1080 may reside in the same die package.
  • the first processing element 1070 may further include memory controller logic (MC) 1072 and point-to-point (P-P) interfaces 1076 and 1078 .
  • the second processing element 1080 may include a MC 1082 and P-P interfaces 1086 and 1088 .
  • MC's 1072 and 1082 couple the processors to respective memories, namely a memory 1032 and a memory 1034 , which may be portions of main memory locally attached to the respective processors. While the MC 1072 and 1082 is illustrated as integrated into the processing elements 1070 , 1080 , for alternative embodiments the MC logic may be discrete logic outside the processing elements 1070 , 1080 rather than integrated therein.
  • the first processing element 1070 and the second processing element 1080 may be coupled to an I/O subsystem 1090 via P-P interconnects 1076 1086 , respectively.
  • the I/O subsystem 1090 includes P-P interfaces 1094 and 1098 .
  • I/O subsystem 1090 includes an interface 1092 to couple I/O subsystem 1090 with a high performance graphics engine 1038 .
  • bus 1049 may be used to couple the graphics engine 1038 to the I/O subsystem 1090 .
  • a point-to-point interconnect may couple these components.
  • I/O subsystem 1090 may be coupled to a first bus 1016 via an interface 1096 .
  • the first bus 1016 may be a Peripheral Component Interconnect (PCI) bus, or a bus such as a PCI Express bus or another third generation I/O interconnect bus, although the scope of the embodiments are not so limited.
  • PCI Peripheral Component Interconnect
  • various I/O devices 1014 may be coupled to the first bus 1016 , along with a bus bridge 1018 which may couple the first bus 1016 to a second bus 1020 .
  • the second bus 1020 may be a low pin count (LPC) bus.
  • Various devices may be coupled to the second bus 1020 including, for example, a keyboard/mouse 1012 , network controllers/communication device(s) 1026 (which may in turn be in communication with a computer network), and a data storage unit 1019 such as a disk drive or other mass storage device which may include code 1030 , in one embodiment.
  • the code 1030 may include instructions for performing embodiments of one or more of the methods described above. Thus, the illustrated code 1030 may implement the method 28 ( FIG. 3 ) and/or the method 36 ( FIG. 4 ), already discussed. Further, an audio I/O 1024 may be coupled to second bus 1020 .
  • a system may implement a multi-drop bus or another such communication topology.
  • the elements of FIG. 8 may alternatively be partitioned using more or fewer integrated chips than shown in FIG. 8 .
  • Example 1 may include a mobile device to conduct gesture recognition, comprising a detection module to use one or more radar measurements to detect a gesture of a body part relative to the mobile device, a recognition module to compare the gesture to one or more known gestures, and a notification module to notify, if the gesture corresponds to at least one of the one or more known gestures, an application running on the mobile device of the gesture.
  • a detection module to use one or more radar measurements to detect a gesture of a body part relative to the mobile device
  • a recognition module to compare the gesture to one or more known gestures
  • a notification module to notify, if the gesture corresponds to at least one of the one or more known gestures, an application running on the mobile device of the gesture.
  • Example 2 may include the mobile device of Example 1, further including a plurality of ultra-wideband (UWB) radar modules, wherein the detection module is to obtain the one or more radar measurements from the plurality of UWB radar modules.
  • UWB ultra-wideband
  • Example 3 may include the mobile device of Example 2, wherein each UWB radar module includes an impulse generator to generate a plurality of outbound pulses, an impulse receiver to receive a plurality of inbound pulses, and a radar processor to generate the one or more radar measurements based on the plurality of inbound pulses.
  • each UWB radar module includes an impulse generator to generate a plurality of outbound pulses, an impulse receiver to receive a plurality of inbound pulses, and a radar processor to generate the one or more radar measurements based on the plurality of inbound pulses.
  • Example 4 may include the mobile device of Example 3, wherein each UWB radar module further includes a range controller to gate one or more of the plurality of inbound pulses in accordance with a range setting.
  • Example 5 may include the mobile device of Example 2, wherein one or more of the plurality of UWB radar modules includes an antenna positioned along an edge of the mobile device.
  • Example 6 may include the mobile device of Example 1, wherein the detection module is to detect the gesture while an obstruction is positioned between the body part and the mobile device.
  • Example 7 may include the mobile device of Example 1, further including one or more cameras having a line of sight, wherein the detection module is to detect the gesture while the body part is outside the line of sight.
  • Example 8 may include the mobile device of any one of Examples 1 to 7, wherein the gesture is to be a hand gesture.
  • Example 9 may include the mobile device of any one of Examples 1 to 7, wherein one or more of the detection module or the recognition module is to identify a lateral characteristic of the gesture.
  • Example 10 may include the mobile device of any one of Examples 1 to 7, wherein one or more of the detection module or the recognition module is to identify a depth characteristic of the gesture.
  • Example 11 may include a method of conducting gesture recognition, comprising using one or more radar measurements to detect a gesture of a body part relative to a mobile device, comparing the gesture to one or more known gestures, and notifying, if the gesture corresponds to at least one of the one or more known gestures, an application running on the mobile device of the gesture.
  • Example 12 may include the method of Example 11, further including obtaining the one or more radar measurements from a plurality of ultra-wideband (UWB) radar modules coupled to the mobile device.
  • UWB ultra-wideband
  • Example 13 may include the method of Example 11, wherein the gesture is detected while an obstruction is positioned between the body part and the mobile device.
  • Example 14 may include the method of Example 11, wherein the gesture is detected while the body part is outside a line of sight of one or more cameras coupled to the mobile device.
  • Example 15 may include the method of any one of Examples 11 to 14, wherein the gesture is a hand gesture.
  • Example 16 may include the method of any one of Examples 11 to 14, further including identifying a lateral characteristic of the gesture.
  • Example 17 may include the method of any one of Examples 11 to 14, further including identifying a depth characteristic of the gesture.
  • Example 18 may include at least one computer readable storage medium comprising a set of instructions which, when executed by a mobile device, cause the mobile device to use one or more radar measurements to detect a gesture of a body part relative to the mobile device, compare the gesture to one or more known gestures, and notify, if the gesture corresponds to at least one of the one or more known gestures, an application running on the mobile device of the gesture.
  • Example 19 may include the at least one computer readable storage medium of Example 18, wherein the instructions, when executed, cause the mobile device to obtain the one or more radar measurements from a plurality of ultra-wideband (UWB) radar modules coupled to the mobile device.
  • UWB ultra-wideband
  • Example 20 may include the at least one computer readable storage medium of Example 18, wherein the gesture is to be detected while an obstruction is positioned between the body part and the mobile device.
  • Example 21 may include the at least one computer readable storage medium of Example 18, wherein the gesture is to be detected while the body part is outside a line of sight of one or more cameras coupled to the mobile device.
  • Example 22 may include the at least one computer readable storage medium of any one of Examples 18 to 21, wherein the gesture is to be a hand gesture.
  • Example 23 may include the at least one computer readable storage medium of any one of Examples 18 to 21, wherein the instructions, when executed, cause the mobile device to identify a lateral characteristic of the gesture.
  • Example 24 may include the at least one computer readable storage medium of any one of Examples 18 to 21, wherein the instructions, when executed, cause the mobile device to identify a depth characteristic of the gesture.
  • Example 25 may include a mobile device to conduct gesture recognition, comprising means for using one or more radar measurements to detect a gesture of a body part relative to a mobile device, means for comparing the gesture to one or more known gestures, and means for notifying, if the gesture corresponds to at least one of the one or more known gestures, an application running on the mobile device of the gesture.
  • a mobile device to conduct gesture recognition comprising means for using one or more radar measurements to detect a gesture of a body part relative to a mobile device, means for comparing the gesture to one or more known gestures, and means for notifying, if the gesture corresponds to at least one of the one or more known gestures, an application running on the mobile device of the gesture.
  • Example 26 may include the mobile device of Example 25, further including means for obtaining the one or more radar measurements from a plurality of ultra-wideband (UWB) radar modules coupled to the mobile device.
  • UWB ultra-wideband
  • Example 27 may include the mobile device of Example 25, wherein the gesture is to be detected while an obstruction is positioned between the body part and the mobile device.
  • Example 28 may include the mobile device of Example 25, wherein the gesture is to be detected while the body part is outside a line of sight of one or more cameras coupled to the mobile device.
  • Example 29 may include the mobile device of any one of Examples 25 to 28, wherein the gesture is to be a hand gesture.
  • Example 30 may include the mobile device of any one of Examples 25 to 28, further including means for identifying a lateral characteristic of the gesture.
  • Example 31 may include the mobile device of any one of Examples 25 to 28, further including means for identifying a depth characteristic of the gesture.
  • techniques described herein may enable gesture recognition in the dark, in low lighting conditions, when the user is wearing gloves, when the mobile device is inside a bag, when a cover is on the mobile device, and at wide detection angles. Small movements may be detected at relatively large distances (e.g., fifteen feet away), or at relatively small distances (e.g., sub millimeters) via the use of range gating. Moreover, the use of MUIR modules may reduce power consumption and extend battery life during gesture detection.
  • Embodiments are applicable for use with all types of semiconductor integrated circuit (“IC”) chips.
  • IC semiconductor integrated circuit
  • Examples of these IC chips include but are not limited to processors, controllers, chipset components, programmable logic arrays (PLAs), memory chips, network chips, systems on chip (SoCs), SSD/NAND controller ASICs, and the like.
  • PLAs programmable logic arrays
  • SoCs systems on chip
  • SSD/NAND controller ASICs solid state drive/NAND controller ASICs
  • signal conductor lines are represented with lines. Some may be different, to indicate more constituent signal paths, have a number label, to indicate a number of constituent signal paths, and/or have arrows at one or more ends, to indicate primary information flow direction. This, however, should not be construed in a limiting manner.
  • Any represented signal lines may actually comprise one or more signals that may travel in multiple directions and may be implemented with any suitable type of signal scheme, e.g., digital or analog lines implemented with differential pairs, optical fiber lines, and/or single-ended lines.
  • Example sizes/models/values/ranges may have been given, although embodiments are not limited to the same. As manufacturing techniques (e.g., photolithography) mature over time, it is expected that devices of smaller size could be manufactured.
  • well known power/ground connections to IC chips and other components may or may not be shown within the figures, for simplicity of illustration and discussion, and so as not to obscure certain aspects of the embodiments. Further, arrangements may be shown in block diagram form in order to avoid obscuring embodiments, and also in view of the fact that specifics with respect to implementation of such block diagram arrangements are highly dependent upon the platform within which the embodiment is to be implemented, i.e., such specifics should be well within purview of one skilled in the art.
  • Coupled may be used herein to refer to any type of relationship, direct or indirect, between the components in question, and may apply to electrical, mechanical, fluid, optical, electromagnetic, electromechanical or other connections.
  • first”, second”, etc. may be used herein only to facilitate discussion, and carry no particular temporal or chronological significance unless otherwise indicated.
  • a list of items joined by the term “one or more of” may mean any combination of the listed terms.
  • the phrases “one or more of A, B or C” may mean A; B; C; A and B; A and C; B and C; or A, B and C.

Abstract

Systems and methods may provide for using one or more radar measurements to detect a gesture of a body part relative to a mobile device and comparing the gesture to one or more known gestures. Additionally, if the gesture corresponds to at least one of the one or more known gestures, an application running on the mobile device may be notified of the gesture. In one example, the one or more radar measurements are obtained from a plurality of ultra-wideband (UWB) radar modules.

Description

    TECHNICAL FIELD
  • Embodiments generally relate to gesture recognition. More particularly, embodiments relate to radar-based gesture recognition.
  • BACKGROUND
  • Hand gesture control of mobile devices may involve the analysis of images captured by a camera embedded in the mobile device. Cameras, however, have a number of line of sight related challenges that may prevent gesture recognition from being effective. For example, poorly lit environments may have a negative impact on the quality of the image and in turn degrade performance. Additionally, gloves and other obstructions may inhibit accurate recognition of the hand and/or fingers. Moreover, the mobile device being placed in a bag, pouch, pocket and/or purse may preclude any image from being captured by the camera.
  • BRIEF DESCRIPTION OF THE DRAWINGS
  • The various advantages of the embodiments will become apparent to one skilled in the art by reading the following specification and appended claims, and by referencing the following drawings, in which:
  • FIG. 1 is an illustration of an example of a gesture recognition scenario according to an embodiment;
  • FIG. 2 is a side view of an example of a mobile device according to an embodiment;
  • FIG. 3 is a flowchart of an example of a method of operating a ultra-wideband (UWB) radar module according to an embodiment;
  • FIG. 4 is a flowchart of an example of a method of conducting radar-based gesture recognition according to an embodiment;
  • FIG. 5 is a block diagram of an example of a UWB radar module according to an embodiment;
  • FIG. 6 is a block diagram of an example of a logic architecture according to an embodiment;
  • FIG. 7 is a block diagram of an example of a processor according to an embodiment; and
  • FIG. 8 is a block diagram of an example of a system according to an embodiment.
  • DESCRIPTION OF EMBODIMENTS
  • Turning now to FIG. 1, a scenario is shown in which radar-based gesture recognition is conducted. In the illustrated example, a mobile device 10 (e.g., notebook computer, tablet computer, convertible tablet, smart phone, personal digital assistant/PDA, mobile Internet device/MID, wearable device, portable All-In-One (pAIO)) includes a plurality of ultra-wideband (UWB) radar modules 12 that detect the movement of a body part such as a hand 14, head, eyelid, and so forth. As will be discussed in greater detail, the UWB radar modules 12, which may be integrated into the mobile device 10 and/or attached to the mobile device 10 as peripheral components, may transmit a series of ultra-wideband (UWB) electromagnetic pulses (e.g., outbound pulses) and monitor the environment for reflected pulses (e.g., inbound pulses) from the hand 14.
  • In one example, the UWB radar modules 12 are micropower ultra-wideband impulse radar (MUIR) devices having low power consumption. The monitoring may involve the use of triangulation techniques, which are facilitated by the deployment of multiple UWB radar modules 12. The outbound and inbound pulses may penetrate an obstruction 16 such as, for example, a glove worn by the hand 14 and/or the fabric of a bag, pouch, pocket or purse containing the mobile device 10. The outbound and inbound pulses may also be unaffected by the amount of light in the environment and may enable gesture recognition in the dark.
  • In the illustrated example, both lateral characteristics (e.g., up, down, left, right) and depth characteristics (e.g., inward, outward) of the movement of the hand 14 relative to the mobile device 10 may be identified and used to determine whether a known gesture is being made. Moreover, various aspects of the mobile device 10 such as, for example, the behavior of an object 18 (e.g., icon, image, window, text) presented on a display 20 of the mobile device 10 may be controlled based on the results of the gesture recognition. For example, an inward gesture of the hand 14 toward the mobile device 10 might cause the object 18 to be selected (e.g., as in a mouse click operation), wherein a gesture of the hand 14 to the left may cause the object 18 to correspondingly move to the left (e.g., as in a drag operation). Similar responses may be created for gestures in other directions. Moreover, other applications and/or controls such as, for example, media playback (e.g., play, pause, volume adjustment, track selection), game play, word processing, and so forth, may be linked to the gestures of the hand 14.
  • FIG. 2 shows a side view of a mobile device 22 having a plurality of UWB radar modules that are configured to detect gestures at a relatively wide angle. In the illustrated example, antennas 24 of the UWB radar modules are positioned along the edges of the device 22 to enable more than 180° of detection. Thus, the placement of the antennas 24 may enable the recognition of gestures made beside and even behind the mobile device 22. By contrast, a camera 26 embedded in the mobile device 22 may have a much smaller field of view in front of the mobile device 22. Indeed, even the addition of a camera to the rear of the mobile device 22 may not achieve the broad detection range of the illustrated approach. The UWB radar modules may also provide the mobile device 22 with a configurable detection range “R” so that objects and motion beyond the range may be effectively filtered out of the gesture recognition process.
  • Turning now to FIG. 3, a method 28 of operating a UWB radar module, is shown. The method 28 may be implemented as one or more modules in set of logic instructions stored in a machine- or computer-readable storage medium such as random access memory (RAM), read only memory (ROM), programmable ROM (PROM), firmware, flash memory, etc., in configurable logic such as, for example, programmable logic arrays (PLAs), field programmable gate arrays (FPGAs), complex programmable logic devices (CPLDs), in fixed-functionality hardware logic using circuit technology such as, for example, application specific integrated circuit (ASIC), complementary metal oxide semiconductor (CMOS) or transistor-transistor logic (TTL) technology, or any combination thereof. For example, computer program code to carry out operations shown in method 28 may be written in any combination of one or more programming languages, including an object oriented programming language such as JAVA, Smalltalk, C++ or the like and conventional procedural programming languages, such as the “C” programming language or similar programming languages.
  • Illustrated processing block 30 provides for generating a plurality of outbound pulses, wherein the outbound pulses may be UWB wideband electromagnetic pulses capable of penetrating various obstructions and/or materials such as fabrics, plastics and other opaque objects. A plurality of inbound pulses may be received at block 32. The inbound pulses may reflect off of a moving body part such as a hand and may also penetrate certain materials and/or objects. The timing between the outbound pulses and the inbound pulses may be indicative of the presence of a gesture being made within the detection range of the UWB radar modules. Illustrated block 34 generates one or more radar measurements based on the plurality of inbound pulses. The radar measurements may be in digital or analog format, and may be incorporated into one or more messages, packets, commands, etc., or any combination thereof.
  • FIG. 4 shows a method 36 of conducting radar-based gesture recognition. The method 28 may be implemented as one or more modules in set of logic instructions stored in a machine- or computer-readable storage medium such as RAM, ROM, PROM, firmware, flash memory, etc., in configurable logic such as, for example, PLAs, FPGAs, CPLDs, in fixed-functionality hardware logic using circuit technology such as, for example, ASIC, CMOS or TTL technology, or any combination thereof. Illustrated processing block 38 provides for obtaining one or more radar measurements from a plurality of UWB radar modules, wherein a determination may be made at block 40 as to whether a gesture has been detected. The gesture may be detected while an obstruction is positioned between the body part in question and the mobile device, as well as while the body part is outside the line of sight of one or more cameras coupled to the mobile device. If a gesture is detected, block 42 may determine whether the detected gesture is recognized. Block 42 may involve comparing the gesture to one or more known gestures (e.g., a gesture library), wherein if the gesture corresponds to at least one of the one or more known gestures, the gesture may be considered as recognized. The comparison may take into consideration various lateral characteristics and/or depth characteristics identified with regard to the gesture.
  • In this regard, the method 36 may also include a calibration process (not shown) that may be conducted offline. The calibration process may involve the user performing known gestures at random locations around the device and using the gestures performed during calibration to define, update and/or adapt the gesture library. Such an approach may enable the device to more accurately understand gestures from a specific user and eliminate false positives, which may be advantageous given potential variability between hand shapes, user disabilities, and so forth.
  • If the gesture is recognized, illustrated block 44 determines whether a gesture enabled application is running on the mobile device (e.g., in the forefront of a smart phone). The application might be, for example, a browser, operating system, media playback, word processing or other application capable of mapping particular gestures to specific functions. If a gesture enabled application is running on the mobile device, block 46 may notify the application of the gesture, wherein one or more software subroutines may be performed at block 48 based on the gesture. The software subroutines may be associated with, for example, media playback, game play, word processing and/or other functions on the mobile device.
  • Turning now to FIG. 5, a UWB radar module 50 is shown. The UWB radar module 50 may be readily substituted for each of the UWB radar modules 12 (FIG. 1, e.g., as an integrated circuit/IC package), already discussed. In the illustrated example, a noise source 52 may feed randomized noise into a pulse repetition generator 54, which may in turn provide the necessary timing parameters to an impulse generator 56. A plurality of outbound pulses output from the impulse generator 56 may be broadcast/transmitted via one or more antennas 58. The pulse repetition generator 54 may also notify a delay module 60 of the timing of the outbound pulses, wherein the delay module 60 may use the timing information from the pulse repetition generator 54 and configurable range input 62 to control a range gate/controller 64.
  • The illustrated range gate 64 controls an impulse receiver 66, which samples inbound pulses via the antenna 58. For example, the range gate 64 may selectively deactivate the impulse receiver 66 once a certain amount of time has expired since the outbound pulses were generated. The impulse receiver 66 may provide a radar processor 68 with data regarding the pulse delay/echo, wherein the illustrated radar processor 68 uses a configurable sensitivity input 70 to generate the radar measurements that enable detection and recognition of the gestures. In one example, the radar measurements are provided to another logic architecture (e.g., host processor) for gesture detection and/or recognition. The radar processor 68 may alternatively conduct the gesture detection and/or recognition internally.
  • FIG. 6 shows a logic architecture 72 (72 a-72 c) that may be used to conduct radar-based gesture recognition. The logic architecture 72 may generally implement one or more aspects of the method 36 (FIG. 4), already discussed. In the illustrated example, a detection module 72 a may use one or more radar measurements to detect a gesture of a body part relative to a mobile device, wherein a recognition module 72 b may compare the gesture to one or more known gestures (e.g., based on lateral movement characteristics, depth movement characteristics, etc). The illustrated logic architecture 72 also includes a notification module 72 c to notify, if the gesture corresponds to at least one of the one or more known gestures, an application running on the mobile device of the gesture.
  • FIG. 7 illustrates a processor core 200 according to one embodiment. The processor core 200 may be the core for any type of processor, such as a micro-processor, an embedded processor, a digital signal processor (DSP), a network processor, or other device to execute code. Although only one processor core 200 is illustrated in FIG. 7, a processing element may alternatively include more than one of the processor core 200 illustrated in FIG. 7. The processor core 200 may be a single-threaded core or, for at least one embodiment, the processor core 200 may be multithreaded in that it may include more than one hardware thread context (or “logical processor”) per core.
  • FIG. 7 also illustrates a memory 270 coupled to the processor core 200. The memory 270 may be any of a wide variety of memories (including various layers of memory hierarchy) as are known or otherwise available to those of skill in the art. The memory 270 may include one or more code 213 instruction(s) to be executed by the processor core 200, wherein the code 213 may implement the method 28 (FIG. 3) and/or the method 36 (FIG. 4), already discussed. The processor core 200 follows a program sequence of instructions indicated by the code 213. Each instruction may enter a front end portion 210 and be processed by one or more decoders 220. The decoder 220 may generate as its output a micro operation such as a fixed width micro operation in a predefined format, or may generate other instructions, microinstructions, or control signals which reflect the original code instruction. The illustrated front end 210 also includes register renaming logic 225 and scheduling logic 230, which generally allocate resources and queue the operation corresponding to the convert instruction for execution.
  • The processor core 200 is shown including execution logic 250 having a set of execution units 255-1 through 255-N. Some embodiments may include a number of execution units dedicated to specific functions or sets of functions. Other embodiments may include only one execution unit or one execution unit that can perform a particular function. The illustrated execution logic 250 performs the operations specified by code instructions.
  • After completion of execution of the operations specified by the code instructions, back end logic 260 retires the instructions of the code 213. In one embodiment, the processor core 200 allows out of order execution but requires in order retirement of instructions. Retirement logic 265 may take a variety of forms as known to those of skill in the art (e.g., re-order buffers or the like). In this manner, the processor core 200 is transformed during execution of the code 213, at least in terms of the output generated by the decoder, the hardware registers and tables utilized by the register renaming logic 225, and any registers (not shown) modified by the execution logic 250.
  • Although not illustrated in FIG. 7, a processing element may include other elements on chip with the processor core 200. For example, a processing element may include memory control logic along with the processor core 200. The processing element may include I/O control logic and/or may include I/O control logic integrated with memory control logic. The processing element may also include one or more caches.
  • Referring now to FIG. 8, shown is a block diagram of a system 1000 embodiment in accordance with an embodiment. Shown in FIG. 8 is a multiprocessor system 1000 that includes a first processing element 1070 and a second processing element 1080. While two processing elements 1070 and 1080 are shown, it is to be understood that an embodiment of the system 1000 may also include only one such processing element.
  • The system 1000 is illustrated as a point-to-point interconnect system, wherein the first processing element 1070 and the second processing element 1080 are coupled via a point-to-point interconnect 1050. It should be understood that any or all of the interconnects illustrated in FIG. 8 may be implemented as a multi-drop bus rather than point-to-point interconnect.
  • As shown in FIG. 8, each of processing elements 1070 and 1080 may be multicore processors, including first and second processor cores (i.e., processor cores 1074 a and 1074 b and processor cores 1084 a and 1084 b). Such cores 1074 a, 1074 b, 1084 a, 1084 b may be configured to execute instruction code in a manner similar to that discussed above in connection with FIG. 7.
  • Each processing element 1070, 1080 may include at least one shared cache 1896 a, 1896 b. The shared cache 1896 a, 1896 b may store data (e.g., instructions) that are utilized by one or more components of the processor, such as the cores 1074 a, 1074 b and 1084 a, 1084 b, respectively. For example, the shared cache 1896 a, 1896 b may locally cache data stored in a memory 1032, 1034 for faster access by components of the processor. In one or more embodiments, the shared cache 1896 a, 1896 b may include one or more mid-level caches, such as level 2 (L2), level 3 (L3), level 4 (L4), or other levels of cache, a last level cache (LLC), and/or combinations thereof
  • While shown with only two processing elements 1070, 1080, it is to be understood that the scope of the embodiments are not so limited. In other embodiments, one or more additional processing elements may be present in a given processor. Alternatively, one or more of processing elements 1070, 1080 may be an element other than a processor, such as an accelerator or a field programmable gate array. For example, additional processing element(s) may include additional processors(s) that are the same as a first processor 1070, additional processor(s) that are heterogeneous or asymmetric to processor a first processor 1070, accelerators (such as, e.g., graphics accelerators or digital signal processing (DSP) units), field programmable gate arrays, or any other processing element. There can be a variety of differences between the processing elements 1070, 1080 in terms of a spectrum of metrics of merit including architectural, micro architectural, thermal, power consumption characteristics, and the like. These differences may effectively manifest themselves as asymmetry and heterogeneity amongst the processing elements 1070, 1080. For at least one embodiment, the various processing elements 1070, 1080 may reside in the same die package.
  • The first processing element 1070 may further include memory controller logic (MC) 1072 and point-to-point (P-P) interfaces 1076 and 1078. Similarly, the second processing element 1080 may include a MC 1082 and P-P interfaces 1086 and 1088. As shown in FIG. 8, MC's 1072 and 1082 couple the processors to respective memories, namely a memory 1032 and a memory 1034, which may be portions of main memory locally attached to the respective processors. While the MC 1072 and 1082 is illustrated as integrated into the processing elements 1070, 1080, for alternative embodiments the MC logic may be discrete logic outside the processing elements 1070, 1080 rather than integrated therein.
  • The first processing element 1070 and the second processing element 1080 may be coupled to an I/O subsystem 1090 via P-P interconnects 1076 1086, respectively. As shown in FIG. 8, the I/O subsystem 1090 includes P-P interfaces 1094 and 1098. Furthermore, I/O subsystem 1090 includes an interface 1092 to couple I/O subsystem 1090 with a high performance graphics engine 1038. In one embodiment, bus 1049 may be used to couple the graphics engine 1038 to the I/O subsystem 1090. Alternately, a point-to-point interconnect may couple these components.
  • In turn, I/O subsystem 1090 may be coupled to a first bus 1016 via an interface 1096. In one embodiment, the first bus 1016 may be a Peripheral Component Interconnect (PCI) bus, or a bus such as a PCI Express bus or another third generation I/O interconnect bus, although the scope of the embodiments are not so limited.
  • As shown in FIG. 8, various I/O devices 1014 (e.g., UWB radar modules, cameras, sensors) may be coupled to the first bus 1016, along with a bus bridge 1018 which may couple the first bus 1016 to a second bus 1020. In one embodiment, the second bus 1020 may be a low pin count (LPC) bus. Various devices may be coupled to the second bus 1020 including, for example, a keyboard/mouse 1012, network controllers/communication device(s) 1026 (which may in turn be in communication with a computer network), and a data storage unit 1019 such as a disk drive or other mass storage device which may include code 1030, in one embodiment. The code 1030 may include instructions for performing embodiments of one or more of the methods described above. Thus, the illustrated code 1030 may implement the method 28 (FIG. 3) and/or the method 36 (FIG. 4), already discussed. Further, an audio I/O 1024 may be coupled to second bus 1020.
  • Note that other embodiments are contemplated. For example, instead of the point-to-point architecture of FIG. 8, a system may implement a multi-drop bus or another such communication topology. Also, the elements of FIG. 8 may alternatively be partitioned using more or fewer integrated chips than shown in FIG. 8.
  • ADDITIONAL NOTES AND EXAMPLES:
  • Example 1 may include a mobile device to conduct gesture recognition, comprising a detection module to use one or more radar measurements to detect a gesture of a body part relative to the mobile device, a recognition module to compare the gesture to one or more known gestures, and a notification module to notify, if the gesture corresponds to at least one of the one or more known gestures, an application running on the mobile device of the gesture.
  • Example 2 may include the mobile device of Example 1, further including a plurality of ultra-wideband (UWB) radar modules, wherein the detection module is to obtain the one or more radar measurements from the plurality of UWB radar modules.
  • Example 3 may include the mobile device of Example 2, wherein each UWB radar module includes an impulse generator to generate a plurality of outbound pulses, an impulse receiver to receive a plurality of inbound pulses, and a radar processor to generate the one or more radar measurements based on the plurality of inbound pulses.
  • Example 4 may include the mobile device of Example 3, wherein each UWB radar module further includes a range controller to gate one or more of the plurality of inbound pulses in accordance with a range setting.
  • Example 5 may include the mobile device of Example 2, wherein one or more of the plurality of UWB radar modules includes an antenna positioned along an edge of the mobile device.
  • Example 6 may include the mobile device of Example 1, wherein the detection module is to detect the gesture while an obstruction is positioned between the body part and the mobile device.
  • Example 7 may include the mobile device of Example 1, further including one or more cameras having a line of sight, wherein the detection module is to detect the gesture while the body part is outside the line of sight.
  • Example 8 may include the mobile device of any one of Examples 1 to 7, wherein the gesture is to be a hand gesture.
  • Example 9 may include the mobile device of any one of Examples 1 to 7, wherein one or more of the detection module or the recognition module is to identify a lateral characteristic of the gesture.
  • Example 10 may include the mobile device of any one of Examples 1 to 7, wherein one or more of the detection module or the recognition module is to identify a depth characteristic of the gesture.
  • Example 11 may include a method of conducting gesture recognition, comprising using one or more radar measurements to detect a gesture of a body part relative to a mobile device, comparing the gesture to one or more known gestures, and notifying, if the gesture corresponds to at least one of the one or more known gestures, an application running on the mobile device of the gesture.
  • Example 12 may include the method of Example 11, further including obtaining the one or more radar measurements from a plurality of ultra-wideband (UWB) radar modules coupled to the mobile device.
  • Example 13 may include the method of Example 11, wherein the gesture is detected while an obstruction is positioned between the body part and the mobile device.
  • Example 14 may include the method of Example 11, wherein the gesture is detected while the body part is outside a line of sight of one or more cameras coupled to the mobile device.
  • Example 15 may include the method of any one of Examples 11 to 14, wherein the gesture is a hand gesture.
  • Example 16 may include the method of any one of Examples 11 to 14, further including identifying a lateral characteristic of the gesture.
  • Example 17 may include the method of any one of Examples 11 to 14, further including identifying a depth characteristic of the gesture.
  • Example 18 may include at least one computer readable storage medium comprising a set of instructions which, when executed by a mobile device, cause the mobile device to use one or more radar measurements to detect a gesture of a body part relative to the mobile device, compare the gesture to one or more known gestures, and notify, if the gesture corresponds to at least one of the one or more known gestures, an application running on the mobile device of the gesture.
  • Example 19 may include the at least one computer readable storage medium of Example 18, wherein the instructions, when executed, cause the mobile device to obtain the one or more radar measurements from a plurality of ultra-wideband (UWB) radar modules coupled to the mobile device.
  • Example 20 may include the at least one computer readable storage medium of Example 18, wherein the gesture is to be detected while an obstruction is positioned between the body part and the mobile device.
  • Example 21 may include the at least one computer readable storage medium of Example 18, wherein the gesture is to be detected while the body part is outside a line of sight of one or more cameras coupled to the mobile device.
  • Example 22 may include the at least one computer readable storage medium of any one of Examples 18 to 21, wherein the gesture is to be a hand gesture.
  • Example 23 may include the at least one computer readable storage medium of any one of Examples 18 to 21, wherein the instructions, when executed, cause the mobile device to identify a lateral characteristic of the gesture.
  • Example 24 may include the at least one computer readable storage medium of any one of Examples 18 to 21, wherein the instructions, when executed, cause the mobile device to identify a depth characteristic of the gesture.
  • Example 25 may include a mobile device to conduct gesture recognition, comprising means for using one or more radar measurements to detect a gesture of a body part relative to a mobile device, means for comparing the gesture to one or more known gestures, and means for notifying, if the gesture corresponds to at least one of the one or more known gestures, an application running on the mobile device of the gesture.
  • Example 26 may include the mobile device of Example 25, further including means for obtaining the one or more radar measurements from a plurality of ultra-wideband (UWB) radar modules coupled to the mobile device.
  • Example 27 may include the mobile device of Example 25, wherein the gesture is to be detected while an obstruction is positioned between the body part and the mobile device.
  • Example 28 may include the mobile device of Example 25, wherein the gesture is to be detected while the body part is outside a line of sight of one or more cameras coupled to the mobile device.
  • Example 29 may include the mobile device of any one of Examples 25 to 28, wherein the gesture is to be a hand gesture.
  • Example 30 may include the mobile device of any one of Examples 25 to 28, further including means for identifying a lateral characteristic of the gesture.
  • Example 31 may include the mobile device of any one of Examples 25 to 28, further including means for identifying a depth characteristic of the gesture.
  • Thus, techniques described herein may enable gesture recognition in the dark, in low lighting conditions, when the user is wearing gloves, when the mobile device is inside a bag, when a cover is on the mobile device, and at wide detection angles. Small movements may be detected at relatively large distances (e.g., fifteen feet away), or at relatively small distances (e.g., sub millimeters) via the use of range gating. Moreover, the use of MUIR modules may reduce power consumption and extend battery life during gesture detection.
  • Embodiments are applicable for use with all types of semiconductor integrated circuit (“IC”) chips. Examples of these IC chips include but are not limited to processors, controllers, chipset components, programmable logic arrays (PLAs), memory chips, network chips, systems on chip (SoCs), SSD/NAND controller ASICs, and the like. In addition, in some of the drawings, signal conductor lines are represented with lines. Some may be different, to indicate more constituent signal paths, have a number label, to indicate a number of constituent signal paths, and/or have arrows at one or more ends, to indicate primary information flow direction. This, however, should not be construed in a limiting manner. Rather, such added detail may be used in connection with one or more exemplary embodiments to facilitate easier understanding of a circuit. Any represented signal lines, whether or not having additional information, may actually comprise one or more signals that may travel in multiple directions and may be implemented with any suitable type of signal scheme, e.g., digital or analog lines implemented with differential pairs, optical fiber lines, and/or single-ended lines.
  • Example sizes/models/values/ranges may have been given, although embodiments are not limited to the same. As manufacturing techniques (e.g., photolithography) mature over time, it is expected that devices of smaller size could be manufactured. In addition, well known power/ground connections to IC chips and other components may or may not be shown within the figures, for simplicity of illustration and discussion, and so as not to obscure certain aspects of the embodiments. Further, arrangements may be shown in block diagram form in order to avoid obscuring embodiments, and also in view of the fact that specifics with respect to implementation of such block diagram arrangements are highly dependent upon the platform within which the embodiment is to be implemented, i.e., such specifics should be well within purview of one skilled in the art. Where specific details (e.g., circuits) are set forth in order to describe example embodiments, it should be apparent to one skilled in the art that embodiments can be practiced without, or with variation of, these specific details. The description is thus to be regarded as illustrative instead of limiting.
  • The term “coupled” may be used herein to refer to any type of relationship, direct or indirect, between the components in question, and may apply to electrical, mechanical, fluid, optical, electromagnetic, electromechanical or other connections. In addition, the terms “first”, “second”, etc. may be used herein only to facilitate discussion, and carry no particular temporal or chronological significance unless otherwise indicated.
  • As used in this application and in the claims, a list of items joined by the term “one or more of” may mean any combination of the listed terms. For example, the phrases “one or more of A, B or C” may mean A; B; C; A and B; A and C; B and C; or A, B and C.
  • Those skilled in the art will appreciate from the foregoing description that the broad techniques of the embodiments can be implemented in a variety of forms. Therefore, while the embodiments have been described in connection with particular examples thereof, the true scope of the embodiments should not be so limited since other modifications will become apparent to the skilled practitioner upon a study of the drawings, specification, and following claims.

Claims (24)

We claim:
1. A mobile device comprising:
a detection module to use one or more radar measurements to detect a gesture of a body part relative to the mobile device;
a recognition module to compare the gesture to one or more known gestures; and
a notification module to notify, if the gesture corresponds to at least one of the one or more known gestures, an application running on the mobile device of the gesture.
2. The mobile device of claim 1, further including a plurality of ultra-wideband (UWB) radar modules, wherein the detection module is to obtain the one or more radar measurements from the plurality of UWB radar modules.
3. The mobile device of claim 2, wherein each UWB radar module includes:
an impulse generator to generate a plurality of outbound pulses;
an impulse receiver to receive a plurality of inbound pulses; and
a radar processor to generate the one or more radar measurements based on the plurality of inbound pulses.
4. The mobile device of claim 3, wherein each UWB radar module further includes a range controller to gate one or more of the plurality of inbound pulses in accordance with a range setting.
5. The mobile device of claim 2, wherein one or more of the plurality of UWB radar modules includes an antenna positioned along an edge of the mobile device.
6. The mobile device of claim 1, wherein the detection module is to detect the gesture while an obstruction is positioned between the body part and the mobile device.
7. The mobile device of claim 1, further including one or more cameras having a line of sight, wherein the detection module is to detect the gesture while the body part is outside the line of sight.
8. The mobile device of claim 1, wherein the gesture is to be a hand gesture.
9. The mobile device of claim 1, wherein one or more of the detection module or the recognition module is to identify a lateral characteristic of the gesture.
10. The mobile device of claim 1, wherein one or more of the detection module or the recognition module is to identify a depth characteristic of the gesture.
11. A method comprising:
using one or more radar measurements to detect a gesture of a body part relative to a mobile device;
comparing the gesture to one or more known gestures; and
notifying, if the gesture corresponds to at least one of the one or more known gestures, an application running on the mobile device of the gesture.
12. The method of claim 11, further including obtaining the one or more radar measurements from a plurality of ultra-wideband (UWB) radar modules coupled to the mobile device.
13. The method of claim 11, wherein the gesture is detected while an obstruction is positioned between the body part and the mobile device.
14. The method of claim 11, wherein the gesture is detected while the body part is outside a line of sight of one or more cameras coupled to the mobile device.
15. The method of claim 11, wherein the gesture is a hand gesture.
16. The method of claim 11, further including identifying a lateral characteristic of the gesture.
17. The method of claim 11, further including identifying a depth characteristic of the gesture.
18. At least one computer readable storage medium comprising a set of instructions which, when executed by a mobile device, cause the mobile device to:
use one or more radar measurements to detect a gesture of a body part relative to the mobile device;
compare the gesture to one or more known gestures; and
notify, if the gesture corresponds to at least one of the one or more known gestures, an application running on the mobile device of the gesture.
19. The at least one computer readable storage medium of claim 18, wherein the instructions, when executed, cause the mobile device to obtain the one or more radar measurements from a plurality of ultra-wideband (UWB) radar modules coupled to the mobile device.
20. The at least one computer readable storage medium of claim 18, wherein the gesture is to be detected while an obstruction is positioned between the body part and the mobile device.
21. The at least one computer readable storage medium of claim 18, wherein the gesture is to be detected while the body part is outside a line of sight of one or more cameras coupled to the mobile device.
22. The at least one computer readable storage medium of claim 18, wherein the gesture is to be a hand gesture.
23. The at least one computer readable storage medium of claim 18, wherein the instructions, when executed, cause the mobile device to identify a lateral characteristic of the gesture.
24. The at least one computer readable storage medium of claim 18, wherein the instructions, when executed, cause the mobile device to identify a depth characteristic of the gesture.
US14/229,727 2014-03-28 2014-03-28 Radar-based gesture recognition Active 2034-04-11 US9921657B2 (en)

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Cited By (235)

* Cited by examiner, † Cited by third party
Publication number Priority date Publication date Assignee Title
US20160041617A1 (en) * 2014-08-07 2016-02-11 Google Inc. Radar-Based Gesture Recognition
US20160055201A1 (en) * 2014-08-22 2016-02-25 Google Inc. Radar Recognition-Aided Searches
US20160054803A1 (en) * 2014-08-22 2016-02-25 Google Inc. Occluded Gesture Recognition
US20160259037A1 (en) * 2015-03-03 2016-09-08 Nvidia Corporation Radar based user interface
CN106055089A (en) * 2016-04-27 2016-10-26 深圳市前海万象智慧科技有限公司 Control system for gesture recognition based on man-machine interaction equipment and control method for same
US20160320852A1 (en) * 2015-04-30 2016-11-03 Google Inc. Wide-Field Radar-Based Gesture Recognition
US9501171B1 (en) * 2012-10-15 2016-11-22 Famous Industries, Inc. Gesture fingerprinting
US9575560B2 (en) 2014-06-03 2017-02-21 Google Inc. Radar-based gesture-recognition through a wearable device
US9600080B2 (en) 2014-10-02 2017-03-21 Google Inc. Non-line-of-sight radar-based gesture recognition
US20170097684A1 (en) * 2015-10-06 2017-04-06 Google, Inc. Compressed Sensing for Gesture Tracking and Recognition with Radar
US20170147279A1 (en) * 2015-11-23 2017-05-25 Anthony Peter Dobaj Movement Control System
US9667317B2 (en) 2015-06-15 2017-05-30 At&T Intellectual Property I, L.P. Method and apparatus for providing security using network traffic adjustments
US9674711B2 (en) 2013-11-06 2017-06-06 At&T Intellectual Property I, L.P. Surface-wave communications and methods thereof
US9685992B2 (en) 2014-10-03 2017-06-20 At&T Intellectual Property I, L.P. Circuit panel network and methods thereof
US9693592B2 (en) 2015-05-27 2017-07-04 Google Inc. Attaching electronic components to interactive textiles
US9705561B2 (en) 2015-04-24 2017-07-11 At&T Intellectual Property I, L.P. Directional coupling device and methods for use therewith
US9705610B2 (en) 2014-10-21 2017-07-11 At&T Intellectual Property I, L.P. Transmission device with impairment compensation and methods for use therewith
US9722318B2 (en) 2015-07-14 2017-08-01 At&T Intellectual Property I, L.P. Method and apparatus for coupling an antenna to a device
US9729197B2 (en) 2015-10-01 2017-08-08 At&T Intellectual Property I, L.P. Method and apparatus for communicating network management traffic over a network
US9735833B2 (en) 2015-07-31 2017-08-15 At&T Intellectual Property I, L.P. Method and apparatus for communications management in a neighborhood network
US9742521B2 (en) 2014-11-20 2017-08-22 At&T Intellectual Property I, L.P. Transmission device with mode division multiplexing and methods for use therewith
US9742462B2 (en) 2014-12-04 2017-08-22 At&T Intellectual Property I, L.P. Transmission medium and communication interfaces and methods for use therewith
US9749013B2 (en) 2015-03-17 2017-08-29 At&T Intellectual Property I, L.P. Method and apparatus for reducing attenuation of electromagnetic waves guided by a transmission medium
US9749053B2 (en) 2015-07-23 2017-08-29 At&T Intellectual Property I, L.P. Node device, repeater and methods for use therewith
US9748626B2 (en) 2015-05-14 2017-08-29 At&T Intellectual Property I, L.P. Plurality of cables having different cross-sectional shapes which are bundled together to form a transmission medium
US9769020B2 (en) 2014-10-21 2017-09-19 At&T Intellectual Property I, L.P. Method and apparatus for responding to events affecting communications in a communication network
US9769128B2 (en) 2015-09-28 2017-09-19 At&T Intellectual Property I, L.P. Method and apparatus for encryption of communications over a network
US9768833B2 (en) 2014-09-15 2017-09-19 At&T Intellectual Property I, L.P. Method and apparatus for sensing a condition in a transmission medium of electromagnetic waves
US9772889B2 (en) 2012-10-15 2017-09-26 Famous Industries, Inc. Expedited processing and handling of events
US9780834B2 (en) 2014-10-21 2017-10-03 At&T Intellectual Property I, L.P. Method and apparatus for transmitting electromagnetic waves
US9787412B2 (en) 2015-06-25 2017-10-10 At&T Intellectual Property I, L.P. Methods and apparatus for inducing a fundamental wave mode on a transmission medium
US9793955B2 (en) 2015-04-24 2017-10-17 At&T Intellectual Property I, Lp Passive electrical coupling device and methods for use therewith
US9793951B2 (en) 2015-07-15 2017-10-17 At&T Intellectual Property I, L.P. Method and apparatus for launching a wave mode that mitigates interference
US9793954B2 (en) 2015-04-28 2017-10-17 At&T Intellectual Property I, L.P. Magnetic coupling device and methods for use therewith
US9800327B2 (en) 2014-11-20 2017-10-24 At&T Intellectual Property I, L.P. Apparatus for controlling operations of a communication device and methods thereof
US9811164B2 (en) 2014-08-07 2017-11-07 Google Inc. Radar-based gesture sensing and data transmission
US9820146B2 (en) 2015-06-12 2017-11-14 At&T Intellectual Property I, L.P. Method and apparatus for authentication and identity management of communicating devices
US9837760B2 (en) 2015-11-04 2017-12-05 Google Inc. Connectors for connecting electronics embedded in garments to external devices
US9838078B2 (en) 2015-07-31 2017-12-05 At&T Intellectual Property I, L.P. Method and apparatus for exchanging communication signals
US9838896B1 (en) 2016-12-09 2017-12-05 At&T Intellectual Property I, L.P. Method and apparatus for assessing network coverage
US9847850B2 (en) 2014-10-14 2017-12-19 At&T Intellectual Property I, L.P. Method and apparatus for adjusting a mode of communication in a communication network
US9847566B2 (en) 2015-07-14 2017-12-19 At&T Intellectual Property I, L.P. Method and apparatus for adjusting a field of a signal to mitigate interference
US9853342B2 (en) 2015-07-14 2017-12-26 At&T Intellectual Property I, L.P. Dielectric transmission medium connector and methods for use therewith
US9848780B1 (en) 2015-04-08 2017-12-26 Google Inc. Assessing cardiovascular function using an optical sensor
US9860075B1 (en) 2016-08-26 2018-01-02 At&T Intellectual Property I, L.P. Method and communication node for broadband distribution
US9866309B2 (en) 2015-06-03 2018-01-09 At&T Intellectual Property I, Lp Host node device and methods for use therewith
US9865911B2 (en) 2015-06-25 2018-01-09 At&T Intellectual Property I, L.P. Waveguide system for slot radiating first electromagnetic waves that are combined into a non-fundamental wave mode second electromagnetic wave on a transmission medium
US9866276B2 (en) 2014-10-10 2018-01-09 At&T Intellectual Property I, L.P. Method and apparatus for arranging communication sessions in a communication system
US9871558B2 (en) 2014-10-21 2018-01-16 At&T Intellectual Property I, L.P. Guided-wave transmission device and methods for use therewith
US9871282B2 (en) 2015-05-14 2018-01-16 At&T Intellectual Property I, L.P. At least one transmission medium having a dielectric surface that is covered at least in part by a second dielectric
US9871283B2 (en) 2015-07-23 2018-01-16 At&T Intellectual Property I, Lp Transmission medium having a dielectric core comprised of plural members connected by a ball and socket configuration
US9876570B2 (en) 2015-02-20 2018-01-23 At&T Intellectual Property I, Lp Guided-wave transmission device with non-fundamental mode propagation and methods for use therewith
US9876264B2 (en) 2015-10-02 2018-01-23 At&T Intellectual Property I, Lp Communication system, guided wave switch and methods for use therewith
US9876605B1 (en) 2016-10-21 2018-01-23 At&T Intellectual Property I, L.P. Launcher and coupling system to support desired guided wave mode
US9882257B2 (en) 2015-07-14 2018-01-30 At&T Intellectual Property I, L.P. Method and apparatus for launching a wave mode that mitigates interference
US9887447B2 (en) 2015-05-14 2018-02-06 At&T Intellectual Property I, L.P. Transmission medium having multiple cores and methods for use therewith
US9893795B1 (en) 2016-12-07 2018-02-13 At&T Intellectual Property I, Lp Method and repeater for broadband distribution
WO2018031516A1 (en) * 2016-08-09 2018-02-15 Google Llc Radar-based gestural interface
US9898143B2 (en) 2015-12-24 2018-02-20 Intel Corporation Predicting touch events to improve touchscreen usage accuracy
US9904535B2 (en) 2015-09-14 2018-02-27 At&T Intellectual Property I, L.P. Method and apparatus for distributing software
US9906269B2 (en) 2014-09-17 2018-02-27 At&T Intellectual Property I, L.P. Monitoring and mitigating conditions in a communication network
US9912381B2 (en) 2015-06-03 2018-03-06 At&T Intellectual Property I, Lp Network termination and methods for use therewith
US9911020B1 (en) 2016-12-08 2018-03-06 At&T Intellectual Property I, L.P. Method and apparatus for tracking via a radio frequency identification device
US9913139B2 (en) 2015-06-09 2018-03-06 At&T Intellectual Property I, L.P. Signal fingerprinting for authentication of communicating devices
US9912033B2 (en) 2014-10-21 2018-03-06 At&T Intellectual Property I, Lp Guided wave coupler, coupling module and methods for use therewith
US9912027B2 (en) 2015-07-23 2018-03-06 At&T Intellectual Property I, L.P. Method and apparatus for exchanging communication signals
US9917341B2 (en) 2015-05-27 2018-03-13 At&T Intellectual Property I, L.P. Apparatus and method for launching electromagnetic waves and for modifying radial dimensions of the propagating electromagnetic waves
US9927517B1 (en) 2016-12-06 2018-03-27 At&T Intellectual Property I, L.P. Apparatus and methods for sensing rainfall
US9929755B2 (en) 2015-07-14 2018-03-27 At&T Intellectual Property I, L.P. Method and apparatus for coupling an antenna to a device
US9933908B2 (en) 2014-08-15 2018-04-03 Google Llc Interactive textiles
US9948333B2 (en) 2015-07-23 2018-04-17 At&T Intellectual Property I, L.P. Method and apparatus for wireless communications to mitigate interference
US9954286B2 (en) 2014-10-21 2018-04-24 At&T Intellectual Property I, L.P. Guided-wave transmission device with non-fundamental mode propagation and methods for use therewith
US9954287B2 (en) 2014-11-20 2018-04-24 At&T Intellectual Property I, L.P. Apparatus for converting wireless signals and electromagnetic waves and methods thereof
US9967173B2 (en) 2015-07-31 2018-05-08 At&T Intellectual Property I, L.P. Method and apparatus for authentication and identity management of communicating devices
US9973940B1 (en) 2017-02-27 2018-05-15 At&T Intellectual Property I, L.P. Apparatus and methods for dynamic impedance matching of a guided wave launcher
US9973416B2 (en) 2014-10-02 2018-05-15 At&T Intellectual Property I, L.P. Method and apparatus that provides fault tolerance in a communication network
US9983747B2 (en) 2015-03-26 2018-05-29 Google Llc Two-layer interactive textiles
US9991580B2 (en) 2016-10-21 2018-06-05 At&T Intellectual Property I, L.P. Launcher and coupling system for guided wave mode cancellation
US9997819B2 (en) 2015-06-09 2018-06-12 At&T Intellectual Property I, L.P. Transmission medium and method for facilitating propagation of electromagnetic waves via a core
US9999038B2 (en) 2013-05-31 2018-06-12 At&T Intellectual Property I, L.P. Remote distributed antenna system
US9998870B1 (en) 2016-12-08 2018-06-12 At&T Intellectual Property I, L.P. Method and apparatus for proximity sensing
JP2018096961A (en) * 2016-12-09 2018-06-21 エーエーシーアコースティックテクノロジーズ(シンセン)カンパニーリミテッドAAC Acoustic Technologies(Shenzhen)Co.,Ltd Gesture recognition system, and gesture recognition method using the same
US10009067B2 (en) 2014-12-04 2018-06-26 At&T Intellectual Property I, L.P. Method and apparatus for configuring a communication interface
US10020844B2 (en) 2016-12-06 2018-07-10 T&T Intellectual Property I, L.P. Method and apparatus for broadcast communication via guided waves
US10016162B1 (en) 2015-03-23 2018-07-10 Google Llc In-ear health monitoring
US10027397B2 (en) 2016-12-07 2018-07-17 At&T Intellectual Property I, L.P. Distributed antenna system and methods for use therewith
US10044409B2 (en) 2015-07-14 2018-08-07 At&T Intellectual Property I, L.P. Transmission medium and methods for use therewith
US10051630B2 (en) 2013-05-31 2018-08-14 At&T Intellectual Property I, L.P. Remote distributed antenna system
US10069185B2 (en) 2015-06-25 2018-09-04 At&T Intellectual Property I, L.P. Methods and apparatus for inducing a non-fundamental wave mode on a transmission medium
US10069535B2 (en) 2016-12-08 2018-09-04 At&T Intellectual Property I, L.P. Apparatus and methods for launching electromagnetic waves having a certain electric field structure
JP2018527558A (en) * 2015-10-06 2018-09-20 グーグル エルエルシー Sensor fusion for radar
US10080528B2 (en) 2015-05-19 2018-09-25 Google Llc Optical central venous pressure measurement
US10090606B2 (en) 2015-07-15 2018-10-02 At&T Intellectual Property I, L.P. Antenna system with dielectric array and methods for use therewith
US10088908B1 (en) 2015-05-27 2018-10-02 Google Llc Gesture detection and interactions
US10090594B2 (en) 2016-11-23 2018-10-02 At&T Intellectual Property I, L.P. Antenna system having structural configurations for assembly
US10103422B2 (en) 2016-12-08 2018-10-16 At&T Intellectual Property I, L.P. Method and apparatus for mounting network devices
US10135145B2 (en) 2016-12-06 2018-11-20 At&T Intellectual Property I, L.P. Apparatus and methods for generating an electromagnetic wave along a transmission medium
US10135146B2 (en) 2016-10-18 2018-11-20 At&T Intellectual Property I, L.P. Apparatus and methods for launching guided waves via circuits
US10135147B2 (en) 2016-10-18 2018-11-20 At&T Intellectual Property I, L.P. Apparatus and methods for launching guided waves via an antenna
US10139820B2 (en) 2016-12-07 2018-11-27 At&T Intellectual Property I, L.P. Method and apparatus for deploying equipment of a communication system
EP3407175A1 (en) * 2017-05-23 2018-11-28 Vestel Elektronik Sanayi ve Ticaret A.S. Hand-holdable electronic devices and method of determining an electromagnetic environment near to such a device
US10148016B2 (en) 2015-07-14 2018-12-04 At&T Intellectual Property I, L.P. Apparatus and methods for communicating utilizing an antenna array
US20180376509A1 (en) * 2017-06-22 2018-12-27 Infineon Technologies Ag System and Method for Gesture Sensing
US10168695B2 (en) 2016-12-07 2019-01-01 At&T Intellectual Property I, L.P. Method and apparatus for controlling an unmanned aircraft
WO2019005936A1 (en) * 2017-06-27 2019-01-03 Intel Corporation Gesture recognition radar systems and methods
US10175781B2 (en) 2016-05-16 2019-01-08 Google Llc Interactive object with multiple electronics modules
US10178445B2 (en) 2016-11-23 2019-01-08 At&T Intellectual Property I, L.P. Methods, devices, and systems for load balancing between a plurality of waveguides
US10205655B2 (en) 2015-07-14 2019-02-12 At&T Intellectual Property I, L.P. Apparatus and methods for communicating utilizing an antenna array and multiple communication paths
US10218407B2 (en) 2016-08-08 2019-02-26 Infineon Technologies Ag Radio frequency system and method for wearable device
US10224634B2 (en) 2016-11-03 2019-03-05 At&T Intellectual Property I, L.P. Methods and apparatus for adjusting an operational characteristic of an antenna
US10225025B2 (en) 2016-11-03 2019-03-05 At&T Intellectual Property I, L.P. Method and apparatus for detecting a fault in a communication system
US10243784B2 (en) 2014-11-20 2019-03-26 At&T Intellectual Property I, L.P. System for generating topology information and methods thereof
US10241581B2 (en) 2015-04-30 2019-03-26 Google Llc RF-based micro-motion tracking for gesture tracking and recognition
US10243270B2 (en) 2016-12-07 2019-03-26 At&T Intellectual Property I, L.P. Beam adaptive multi-feed dielectric antenna system and methods for use therewith
US10264586B2 (en) 2016-12-09 2019-04-16 At&T Mobility Ii Llc Cloud-based packet controller and methods for use therewith
US10268321B2 (en) 2014-08-15 2019-04-23 Google Llc Interactive textiles within hard objects
US10291334B2 (en) 2016-11-03 2019-05-14 At&T Intellectual Property I, L.P. System for detecting a fault in a communication system
US10298293B2 (en) 2017-03-13 2019-05-21 At&T Intellectual Property I, L.P. Apparatus of communication utilizing wireless network devices
US10305190B2 (en) 2016-12-01 2019-05-28 At&T Intellectual Property I, L.P. Reflecting dielectric antenna system and methods for use therewith
US10310620B2 (en) * 2015-04-30 2019-06-04 Google Llc Type-agnostic RF signal representations
US10312567B2 (en) 2016-10-26 2019-06-04 At&T Intellectual Property I, L.P. Launcher with planar strip antenna and methods for use therewith
US10326494B2 (en) 2016-12-06 2019-06-18 At&T Intellectual Property I, L.P. Apparatus for measurement de-embedding and methods for use therewith
US10326689B2 (en) 2016-12-08 2019-06-18 At&T Intellectual Property I, L.P. Method and system for providing alternative communication paths
US10340983B2 (en) 2016-12-09 2019-07-02 At&T Intellectual Property I, L.P. Method and apparatus for surveying remote sites via guided wave communications
US10340573B2 (en) 2016-10-26 2019-07-02 At&T Intellectual Property I, L.P. Launcher with cylindrical coupling device and methods for use therewith
US10340601B2 (en) 2016-11-23 2019-07-02 At&T Intellectual Property I, L.P. Multi-antenna system and methods for use therewith
US10340603B2 (en) 2016-11-23 2019-07-02 At&T Intellectual Property I, L.P. Antenna system having shielded structural configurations for assembly
US10355367B2 (en) 2015-10-16 2019-07-16 At&T Intellectual Property I, L.P. Antenna structure for exchanging wireless signals
US10359749B2 (en) 2016-12-07 2019-07-23 At&T Intellectual Property I, L.P. Method and apparatus for utilities management via guided wave communication
US10361489B2 (en) 2016-12-01 2019-07-23 At&T Intellectual Property I, L.P. Dielectric dish antenna system and methods for use therewith
US10374316B2 (en) 2016-10-21 2019-08-06 At&T Intellectual Property I, L.P. System and dielectric antenna with non-uniform dielectric
US10382976B2 (en) 2016-12-06 2019-08-13 At&T Intellectual Property I, L.P. Method and apparatus for managing wireless communications based on communication paths and network device positions
US10376195B1 (en) 2015-06-04 2019-08-13 Google Llc Automated nursing assessment
US10389037B2 (en) 2016-12-08 2019-08-20 At&T Intellectual Property I, L.P. Apparatus and methods for selecting sections of an antenna array and use therewith
US10389029B2 (en) 2016-12-07 2019-08-20 At&T Intellectual Property I, L.P. Multi-feed dielectric antenna system with core selection and methods for use therewith
US10399393B1 (en) 2018-05-29 2019-09-03 Infineon Technologies Ag Radar sensor system for tire monitoring
US10411356B2 (en) 2016-12-08 2019-09-10 At&T Intellectual Property I, L.P. Apparatus and methods for selectively targeting communication devices with an antenna array
US10436888B2 (en) * 2014-05-30 2019-10-08 Texas Tech University System Hybrid FMCW-interferometry radar for positioning and monitoring and methods of using same
US10439675B2 (en) 2016-12-06 2019-10-08 At&T Intellectual Property I, L.P. Method and apparatus for repeating guided wave communication signals
US10446936B2 (en) 2016-12-07 2019-10-15 At&T Intellectual Property I, L.P. Multi-feed dielectric antenna system and methods for use therewith
US10466772B2 (en) 2017-01-09 2019-11-05 Infineon Technologies Ag System and method of gesture detection for a remote device
US10492302B2 (en) 2016-05-03 2019-11-26 Google Llc Connecting an electronic component to an interactive textile
US10498044B2 (en) 2016-11-03 2019-12-03 At&T Intellectual Property I, L.P. Apparatus for configuring a surface of an antenna
US10505255B2 (en) 2017-01-30 2019-12-10 Infineon Technologies Ag Radio frequency device packages and methods of formation thereof
US10530505B2 (en) 2016-12-08 2020-01-07 At&T Intellectual Property I, L.P. Apparatus and methods for launching electromagnetic waves along a transmission medium
US10535928B2 (en) 2016-11-23 2020-01-14 At&T Intellectual Property I, L.P. Antenna system and methods for use therewith
US20200026361A1 (en) * 2018-07-19 2020-01-23 Infineon Technologies Ag Gesture Detection System and Method Using A Radar Sensors
US20200026360A1 (en) * 2018-07-19 2020-01-23 Infineon Technologies Ag Gesture Detection System and Method Using Radar Sensors
US10547348B2 (en) 2016-12-07 2020-01-28 At&T Intellectual Property I, L.P. Method and apparatus for switching transmission mediums in a communication system
US20200064996A1 (en) * 2018-08-24 2020-02-27 Google Llc Smartphone-Based Radar System Facilitating Ease and Accuracy of User Interactions with Displayed Objects in an Augmented-Reality Interface
US10576328B2 (en) 2018-02-06 2020-03-03 Infineon Technologies Ag System and method for contactless sensing on a treadmill
US10579150B2 (en) 2016-12-05 2020-03-03 Google Llc Concurrent detection of absolute distance and relative movement for sensing action gestures
US10601494B2 (en) 2016-12-08 2020-03-24 At&T Intellectual Property I, L.P. Dual-band communication device and method for use therewith
US10637149B2 (en) 2016-12-06 2020-04-28 At&T Intellectual Property I, L.P. Injection molded dielectric antenna and methods for use therewith
WO2020086215A1 (en) * 2018-10-22 2020-04-30 Google Llc Smartphone-based radar system for determining user intention in a lower-power mode
US10650940B2 (en) 2015-05-15 2020-05-12 At&T Intellectual Property I, L.P. Transmission medium having a conductive material and methods for use therewith
US10694379B2 (en) 2016-12-06 2020-06-23 At&T Intellectual Property I, L.P. Waveguide system with device-based authentication and methods for use therewith
WO2020132369A1 (en) * 2018-12-19 2020-06-25 Paypal, Inc. Gesture and motion detection using a device radar component for user authentication
US10705198B2 (en) 2018-03-27 2020-07-07 Infineon Technologies Ag System and method of monitoring an air flow using a millimeter-wave radar sensor
US10727599B2 (en) 2016-12-06 2020-07-28 At&T Intellectual Property I, L.P. Launcher with slot antenna and methods for use therewith
US10746625B2 (en) 2017-12-22 2020-08-18 Infineon Technologies Ag System and method of monitoring a structural object using a millimeter-wave radar sensor
US10755542B2 (en) 2016-12-06 2020-08-25 At&T Intellectual Property I, L.P. Method and apparatus for surveillance via guided wave communication
US10761611B2 (en) * 2018-11-13 2020-09-01 Google Llc Radar-image shaper for radar-based applications
US10761187B2 (en) 2018-04-11 2020-09-01 Infineon Technologies Ag Liquid detection using millimeter-wave radar sensor
WO2020176105A1 (en) * 2019-02-28 2020-09-03 Google Llc Smart-device-based radar system detecting user gestures in the presence of saturation
US10770035B2 (en) * 2018-08-22 2020-09-08 Google Llc Smartphone-based radar system for facilitating awareness of user presence and orientation
US10775482B2 (en) 2018-04-11 2020-09-15 Infineon Technologies Ag Human detection and identification in a setting using millimeter-wave radar
US10777873B2 (en) 2016-12-08 2020-09-15 At&T Intellectual Property I, L.P. Method and apparatus for mounting network devices
US10794841B2 (en) 2018-05-07 2020-10-06 Infineon Technologies Ag Composite material structure monitoring system
US10797781B2 (en) 2015-06-03 2020-10-06 At&T Intellectual Property I, L.P. Client node device and methods for use therewith
US10795012B2 (en) 2018-01-22 2020-10-06 Infineon Technologies Ag System and method for human behavior modelling and power control using a millimeter-wave radar sensor
US10811767B2 (en) 2016-10-21 2020-10-20 At&T Intellectual Property I, L.P. System and dielectric antenna with convex dielectric radome
US10819035B2 (en) 2016-12-06 2020-10-27 At&T Intellectual Property I, L.P. Launcher with helical antenna and methods for use therewith
WO2020226380A1 (en) * 2019-05-06 2020-11-12 Samsung Electronics Co., Ltd. Methods for gesture recognition and control
US10877780B2 (en) 2012-10-15 2020-12-29 Famous Industries, Inc. Visibility detection using gesture fingerprinting
US10890653B2 (en) 2018-08-22 2021-01-12 Google Llc Radar-based gesture enhancement for voice interfaces
US10903567B2 (en) 2018-06-04 2021-01-26 Infineon Technologies Ag Calibrating a phased array system
US10908929B2 (en) 2012-10-15 2021-02-02 Famous Industries, Inc. Human versus bot detection using gesture fingerprinting
US10916969B2 (en) 2016-12-08 2021-02-09 At&T Intellectual Property I, L.P. Method and apparatus for providing power using an inductive coupling
US10928501B2 (en) 2018-08-28 2021-02-23 Infineon Technologies Ag Target detection in rainfall and snowfall conditions using mmWave radar
US10938108B2 (en) 2016-12-08 2021-03-02 At&T Intellectual Property I, L.P. Frequency selective multi-feed dielectric antenna system and methods for use therewith
GB2586616A (en) * 2019-08-29 2021-03-03 Continental Automotive Romania Srl Operator remote control unit for controlling the movements of a mobile part of an industrial or agricultural equipment
US20210072375A1 (en) * 2017-05-10 2021-03-11 Google Llc Low-Power Radar
CN112596606A (en) * 2020-12-15 2021-04-02 天津安怀信科技有限公司 Shadowless lamp control system, control method and radar-based gesture control shadowless lamp
US11039231B2 (en) 2018-11-14 2021-06-15 Infineon Technologies Ag Package with acoustic sensing device(s) and millimeter wave sensing elements
EP3851940A1 (en) * 2020-01-17 2021-07-21 Beijing Xiaomi Mobile Software Co., Ltd. Control method and device for home device and storage medium
US11080383B2 (en) * 2019-08-09 2021-08-03 BehavioSec Inc Radar-based behaviometric user authentication
US11087115B2 (en) 2019-01-22 2021-08-10 Infineon Technologies Ag User authentication using mm-Wave sensor for automotive radar systems
US11126885B2 (en) 2019-03-21 2021-09-21 Infineon Technologies Ag Character recognition in air-writing based on network of radars
US11125869B2 (en) 2018-10-16 2021-09-21 Infineon Technologies Ag Estimating angle of human target using mmWave radar
US11169615B2 (en) 2019-08-30 2021-11-09 Google Llc Notification of availability of radar-based input for electronic devices
US11183772B2 (en) 2018-09-13 2021-11-23 Infineon Technologies Ag Embedded downlight and radar system
CN113822795A (en) * 2021-09-17 2021-12-21 惠州视维新技术有限公司 Virtual key projection method and device based on millimeter wave radar and electronic equipment
US11243293B2 (en) 2017-02-07 2022-02-08 Samsung Electronics Company, Ltd. Radar-based system for sensing touch and in-the-air interactions
US11278241B2 (en) 2018-01-16 2022-03-22 Infineon Technologies Ag System and method for vital signal sensing using a millimeter-wave radar sensor
US11281303B2 (en) 2019-08-30 2022-03-22 Google Llc Visual indicator for paused radar gestures
US11288895B2 (en) 2019-07-26 2022-03-29 Google Llc Authentication management through IMU and radar
US20220137184A1 (en) * 2020-10-30 2022-05-05 KaiKuTek Inc. Impulse-like Gesture Recognition Method, and Impulse-like Gesture Recognition System
US20220137204A1 (en) * 2020-11-02 2022-05-05 Samsung Electronics Co., Ltd. Interactive control with ranging and gesturing between devices
US11327167B2 (en) 2019-09-13 2022-05-10 Infineon Technologies Ag Human target tracking system and method
US11336026B2 (en) 2016-07-21 2022-05-17 Infineon Technologies Ag Radio frequency system for wearable device
US11346936B2 (en) 2018-01-16 2022-05-31 Infineon Technologies Ag System and method for vital signal sensing using a millimeter-wave radar sensor
US11355838B2 (en) 2019-03-18 2022-06-07 Infineon Technologies Ag Integration of EBG structures (single layer/multi-layer) for isolation enhancement in multilayer embedded packaging technology at mmWave
US11360185B2 (en) 2018-10-24 2022-06-14 Infineon Technologies Ag Phase coded FMCW radar
US11360192B2 (en) 2019-07-26 2022-06-14 Google Llc Reducing a state based on IMU and radar
US11386257B2 (en) 2012-10-15 2022-07-12 Amaze Software, Inc. Efficient manipulation of surfaces in multi-dimensional space using energy agents
US11385722B2 (en) 2019-07-26 2022-07-12 Google Llc Robust radar-based gesture-recognition by user equipment
US11397239B2 (en) 2018-10-24 2022-07-26 Infineon Technologies Ag Radar sensor FSM low power mode
US11402919B2 (en) 2019-08-30 2022-08-02 Google Llc Radar gesture input methods for mobile devices
US11402920B2 (en) * 2018-04-17 2022-08-02 Socionext Inc. Gesture recognition method and gesture recognition device having a plurality of radio wave sensors associated with a gesture occurrence area
US11435443B2 (en) 2019-10-22 2022-09-06 Infineon Technologies Ag Integration of tracking with classifier in mmwave radar
US11454696B2 (en) 2019-04-05 2022-09-27 Infineon Technologies Ag FMCW radar integration with communication system
US11467673B2 (en) 2019-10-24 2022-10-11 Samsung Electronics Co., Ltd Method for controlling camera and electronic device therefor
US11467672B2 (en) 2019-08-30 2022-10-11 Google Llc Context-sensitive control of radar-based gesture-recognition
US11474613B2 (en) 2018-01-26 2022-10-18 Iucf-Hyu (Industry-University Cooperation Foundation Hanyang University) Gesture recognition device and method using radar
US11531459B2 (en) 2016-05-16 2022-12-20 Google Llc Control-article-based control of a user interface
US20230024254A1 (en) * 2021-07-26 2023-01-26 Google Llc Gesture Controls Using Ultra Wide Band
US11567185B2 (en) 2020-05-05 2023-01-31 Infineon Technologies Ag Radar-based target tracking using motion detection
US11585891B2 (en) 2020-04-20 2023-02-21 Infineon Technologies Ag Radar-based vital sign estimation
US11614516B2 (en) 2020-02-19 2023-03-28 Infineon Technologies Ag Radar vital signal tracking using a Kalman filter
US11614511B2 (en) 2020-09-17 2023-03-28 Infineon Technologies Ag Radar interference mitigation
WO2023059087A1 (en) * 2021-10-08 2023-04-13 Samsung Electronics Co., Ltd. Augmented reality interaction method and apparatus
US11662430B2 (en) 2021-03-17 2023-05-30 Infineon Technologies Ag MmWave radar testing
US11704917B2 (en) 2020-07-09 2023-07-18 Infineon Technologies Ag Multi-sensor analysis of food
US11719805B2 (en) 2020-11-18 2023-08-08 Infineon Technologies Ag Radar based tracker using empirical mode decomposition (EMD) and invariant feature transform (IFT)
US11719787B2 (en) 2020-10-30 2023-08-08 Infineon Technologies Ag Radar-based target set generation
US11774553B2 (en) 2020-06-18 2023-10-03 Infineon Technologies Ag Parametric CNN for radar processing
US11774592B2 (en) 2019-09-18 2023-10-03 Infineon Technologies Ag Multimode communication and radar system resource allocation
US11808883B2 (en) 2020-01-31 2023-11-07 Infineon Technologies Ag Synchronization of multiple mmWave devices
US11841933B2 (en) 2019-06-26 2023-12-12 Google Llc Radar-based authentication status feedback
US11859375B2 (en) 2009-12-16 2024-01-02 Kohler Co. Touchless faucet assembly and method of operation
US11868537B2 (en) 2019-07-26 2024-01-09 Google Llc Robust radar-based gesture-recognition by user equipment
WO2024008803A1 (en) 2022-07-05 2024-01-11 Friedrich-Alexander-Universität Erlangen-Nürnberg System, method, computer program, and computer-readable medium
US11946996B2 (en) 2020-06-30 2024-04-02 Apple, Inc. Ultra-accurate object tracking using radar in multi-object environment
US11953619B2 (en) 2021-12-02 2024-04-09 Samsung Electronics Co., Ltd. Radar-based system for sensing touch and in-the-air interactions

Families Citing this family (20)

* Cited by examiner, † Cited by third party
Publication number Priority date Publication date Assignee Title
CN107025780B (en) 2015-06-25 2020-09-01 北京智谷睿拓技术服务有限公司 Interaction method and communication equipment
CN106297230B (en) 2015-06-25 2019-07-26 北京智谷睿拓技术服务有限公司 Exchange method and communication equipment
CN106297229B (en) * 2015-06-25 2019-08-02 北京智谷睿拓技术服务有限公司 Exchange method and communication equipment
DE102015015067A1 (en) * 2015-11-20 2017-05-24 Audi Ag Motor vehicle with at least one radar unit
US10285456B2 (en) 2016-05-16 2019-05-14 Google Llc Interactive fabric
KR101788784B1 (en) * 2016-06-22 2017-10-19 주식회사 에스원 Method and apparatus for recognizing gesture by using ultra wide band sensor
US10934764B2 (en) 2016-09-08 2021-03-02 Magna Closures Inc. Radar detection system for non-contact human activation of powered closure member
US11067667B2 (en) 2016-09-08 2021-07-20 Magna Closures Inc. Radar detection system for non-contact human activation of powered closure member
US10572024B1 (en) * 2016-09-28 2020-02-25 Facebook Technologies, Llc Hand tracking using an ultrasound sensor on a head-mounted display
KR101892650B1 (en) 2017-02-15 2018-08-28 (주)더블유알티랩 Method and appratus for recognizing pointing position using radar
KR101883228B1 (en) * 2017-02-16 2018-07-30 (주)더블유알티랩 Method and Apparatus for Gesture Recognition
CN107290741B (en) * 2017-06-02 2020-04-10 南京理工大学 Indoor human body posture identification method based on weighted joint distance time-frequency transformation
DE102017216622C5 (en) 2017-09-20 2023-11-16 BSH Hausgeräte GmbH Household appliance with a sensor
KR102228524B1 (en) * 2019-06-27 2021-03-15 한양대학교 산학협력단 Non-contact type gesture recognization apparatus and method
KR102254331B1 (en) * 2019-07-04 2021-05-20 한양대학교 산학협력단 Non-contact type mid-air gesture recognization apparatus and method
WO2021021224A1 (en) * 2019-07-26 2021-02-04 Google Llc Context-sensitive control of radar-based gesture-recognition
TWI723574B (en) * 2019-10-09 2021-04-01 國立中山大學 Hand gesture recognition system and hand gesture recognition method
KR102107685B1 (en) 2019-10-11 2020-05-07 주식회사 에이치랩 Method and apparutus for signal detecting and recognition
US11450192B2 (en) 2020-01-06 2022-09-20 National Cheng Kung University Fall detection system
CN114095525B (en) * 2020-07-31 2023-07-21 荣耀终端有限公司 Equipment control method and device, electronic equipment and storage medium

Citations (32)

* Cited by examiner, † Cited by third party
Publication number Priority date Publication date Assignee Title
US5543799A (en) * 1994-09-02 1996-08-06 Zircon Corporation Swept range gate radar system for detection of nearby objects
US6239736B1 (en) * 1999-04-21 2001-05-29 Interlogix, Inc. Range-gated radar motion detector
US6250601B1 (en) * 1997-07-18 2001-06-26 Kohler Company Advanced touchless plumbing systems
US20020130807A1 (en) * 2000-09-14 2002-09-19 Hall David J. System and method for detecting an intruder using impulse radio technology
US20050270221A1 (en) * 2004-06-03 2005-12-08 Dmitry Fedotov Ultra-wideband transceiver
US20060018369A1 (en) * 2004-07-23 2006-01-26 Semiconductor Technology Academic Research Center Impulse-based communication system
US20060170584A1 (en) * 2004-03-05 2006-08-03 The Regents Of The University Of California Obstacle penetrating dynamic radar imaging system
US20070041426A1 (en) * 2005-08-18 2007-02-22 Yuhei Hashimoto Data transfer system, wireless communication device, wireless communication method, and computer program
US20070205937A1 (en) * 2006-03-03 2007-09-06 Realtronics Corporation Apparatus and Method to Identify Targets Through Opaque Barriers
US20080246650A1 (en) * 2005-01-28 2008-10-09 Tasuku Teshirogi Short Range Radar and Method of Controlling the Same
US20090140887A1 (en) * 2007-11-29 2009-06-04 Breed David S Mapping Techniques Using Probe Vehicles
US7911448B2 (en) * 2003-10-17 2011-03-22 Fujitsu Component Limited Pointing device and receiving unit with UWB signal
US20110181509A1 (en) * 2010-01-26 2011-07-28 Nokia Corporation Gesture Control
US20120050180A1 (en) * 2010-08-27 2012-03-01 Brian Michael King Touch and hover switching
US20120068876A1 (en) * 2010-09-17 2012-03-22 Searete Llc Control of an electronic apparatus using micro-impulse radar
US20120092284A1 (en) * 2010-09-30 2012-04-19 Broadcom Corporation Portable computing device including a three-dimensional touch screen
US20120182175A1 (en) * 2009-07-14 2012-07-19 Robert Bosch Gmbh UWB Measuring Device
US20120280900A1 (en) * 2011-05-06 2012-11-08 Nokia Corporation Gesture recognition using plural sensors
US20130245436A1 (en) * 2009-04-22 2013-09-19 Joe Paul Tupin, Jr. Fetal monitoring device and methods
US20140063055A1 (en) * 2010-02-28 2014-03-06 Osterhout Group, Inc. Ar glasses specific user interface and control interface based on a connected external device type
US20140071069A1 (en) * 2011-03-29 2014-03-13 Glen J. Anderson Techniques for touch and non-touch user interaction input
US20140106684A1 (en) * 2012-10-15 2014-04-17 Qualcomm Mems Technologies, Inc. Transparent antennas on a display device
US20140198058A1 (en) * 2013-01-16 2014-07-17 Research In Motion Limited Electronic device with touch-sensitive display and gesture-detection
US20140198073A1 (en) * 2013-01-16 2014-07-17 Research In Motion Limited Electronic device including three-dimensional gesture detecting display
US20140223374A1 (en) * 2013-02-07 2014-08-07 Samsung Electronics Co., Ltd. Method of displaying menu based on depth information and space gesture of user
US20140253287A1 (en) * 2013-03-08 2014-09-11 Lear Corporation Vehicle Remote Function System and Method for Effectuating Vehicle Operations Based on Vehicle FOB Movement
US20140282275A1 (en) * 2013-03-15 2014-09-18 Qualcomm Incorporated Detection of a zooming gesture
US20140282224A1 (en) * 2013-03-15 2014-09-18 Qualcomm Incorporated Detection of a scrolling gesture
US20140324888A1 (en) * 2011-12-09 2014-10-30 Nokia Corporation Method and Apparatus for Identifying a Gesture Based Upon Fusion of Multiple Sensor Signals
US20150009062A1 (en) * 2013-07-02 2015-01-08 Brose Fahrzeugteile Gmbh & Co. Kommanditgesellschaft, Hallstadt Object detection device for a vehicle and vehicle having the object detection device
US20150084884A1 (en) * 2012-03-15 2015-03-26 Ibrahim Farid Cherradi El Fadili Extending the free fingers typing technology and introducing the finger taps language technology
US20150138144A1 (en) * 2013-11-19 2015-05-21 Renesas Electronics Corporation Coordinate input device and mobile terminal

Family Cites Families (14)

* Cited by examiner, † Cited by third party
Publication number Priority date Publication date Assignee Title
US20050091610A1 (en) 2003-10-22 2005-04-28 International Business Machines Corporation Selective display of windows on an auxiliary output device
JP2007082194A (en) 2005-08-18 2007-03-29 Sony Corp Data transfer system, wireless communication apparatus and wireless communication method, and computer program
EP2137699A2 (en) * 2007-04-11 2009-12-30 Koninklijke Philips Electronics N.V. Mirror blood vessel as overlay on total occlusion
US8830062B2 (en) 2008-06-05 2014-09-09 Micron Technology, Inc. Systems and methods to use radar in RFID systems
US8325978B2 (en) 2008-10-30 2012-12-04 Nokia Corporation Method, apparatus and computer program product for providing adaptive gesture analysis
US8312392B2 (en) 2009-10-02 2012-11-13 Qualcomm Incorporated User interface gestures and methods for providing file sharing functionality
US20110181510A1 (en) * 2010-01-26 2011-07-28 Nokia Corporation Gesture Control
KR20100045434A (en) 2010-04-22 2010-05-03 엘지전자 주식회사 A method for inputting orders using gestures
US8396252B2 (en) 2010-05-20 2013-03-12 Edge 3 Technologies Systems and related methods for three dimensional gesture recognition in vehicles
KR101752721B1 (en) 2010-09-15 2017-06-30 엘지전자 주식회사 Terminal and contents sharing method for terminal
US9159298B2 (en) 2010-09-08 2015-10-13 Lg Electronics Inc. Terminal and contents sharing method for terminal
CN102314217B (en) * 2011-09-29 2014-01-29 上海华勤通讯技术有限公司 Mobile terminal and mobile terminal control method
US8830171B2 (en) 2012-05-22 2014-09-09 Eminent Electronic Technology Corporation Apparatus for non-contact 3D hand gesture recognition with code-based light sensing
CN103455144B (en) * 2013-08-22 2017-04-12 深圳先进技术研究院 Vehicle-mounted man-machine interaction system and method

Patent Citations (32)

* Cited by examiner, † Cited by third party
Publication number Priority date Publication date Assignee Title
US5543799A (en) * 1994-09-02 1996-08-06 Zircon Corporation Swept range gate radar system for detection of nearby objects
US6250601B1 (en) * 1997-07-18 2001-06-26 Kohler Company Advanced touchless plumbing systems
US6239736B1 (en) * 1999-04-21 2001-05-29 Interlogix, Inc. Range-gated radar motion detector
US20020130807A1 (en) * 2000-09-14 2002-09-19 Hall David J. System and method for detecting an intruder using impulse radio technology
US7911448B2 (en) * 2003-10-17 2011-03-22 Fujitsu Component Limited Pointing device and receiving unit with UWB signal
US20060170584A1 (en) * 2004-03-05 2006-08-03 The Regents Of The University Of California Obstacle penetrating dynamic radar imaging system
US20050270221A1 (en) * 2004-06-03 2005-12-08 Dmitry Fedotov Ultra-wideband transceiver
US20060018369A1 (en) * 2004-07-23 2006-01-26 Semiconductor Technology Academic Research Center Impulse-based communication system
US20080246650A1 (en) * 2005-01-28 2008-10-09 Tasuku Teshirogi Short Range Radar and Method of Controlling the Same
US20070041426A1 (en) * 2005-08-18 2007-02-22 Yuhei Hashimoto Data transfer system, wireless communication device, wireless communication method, and computer program
US20070205937A1 (en) * 2006-03-03 2007-09-06 Realtronics Corporation Apparatus and Method to Identify Targets Through Opaque Barriers
US20090140887A1 (en) * 2007-11-29 2009-06-04 Breed David S Mapping Techniques Using Probe Vehicles
US20130245436A1 (en) * 2009-04-22 2013-09-19 Joe Paul Tupin, Jr. Fetal monitoring device and methods
US20120182175A1 (en) * 2009-07-14 2012-07-19 Robert Bosch Gmbh UWB Measuring Device
US20110181509A1 (en) * 2010-01-26 2011-07-28 Nokia Corporation Gesture Control
US20140063055A1 (en) * 2010-02-28 2014-03-06 Osterhout Group, Inc. Ar glasses specific user interface and control interface based on a connected external device type
US20120050180A1 (en) * 2010-08-27 2012-03-01 Brian Michael King Touch and hover switching
US20120068876A1 (en) * 2010-09-17 2012-03-22 Searete Llc Control of an electronic apparatus using micro-impulse radar
US20120092284A1 (en) * 2010-09-30 2012-04-19 Broadcom Corporation Portable computing device including a three-dimensional touch screen
US20140071069A1 (en) * 2011-03-29 2014-03-13 Glen J. Anderson Techniques for touch and non-touch user interaction input
US20120280900A1 (en) * 2011-05-06 2012-11-08 Nokia Corporation Gesture recognition using plural sensors
US20140324888A1 (en) * 2011-12-09 2014-10-30 Nokia Corporation Method and Apparatus for Identifying a Gesture Based Upon Fusion of Multiple Sensor Signals
US20150084884A1 (en) * 2012-03-15 2015-03-26 Ibrahim Farid Cherradi El Fadili Extending the free fingers typing technology and introducing the finger taps language technology
US20140106684A1 (en) * 2012-10-15 2014-04-17 Qualcomm Mems Technologies, Inc. Transparent antennas on a display device
US20140198058A1 (en) * 2013-01-16 2014-07-17 Research In Motion Limited Electronic device with touch-sensitive display and gesture-detection
US20140198073A1 (en) * 2013-01-16 2014-07-17 Research In Motion Limited Electronic device including three-dimensional gesture detecting display
US20140223374A1 (en) * 2013-02-07 2014-08-07 Samsung Electronics Co., Ltd. Method of displaying menu based on depth information and space gesture of user
US20140253287A1 (en) * 2013-03-08 2014-09-11 Lear Corporation Vehicle Remote Function System and Method for Effectuating Vehicle Operations Based on Vehicle FOB Movement
US20140282275A1 (en) * 2013-03-15 2014-09-18 Qualcomm Incorporated Detection of a zooming gesture
US20140282224A1 (en) * 2013-03-15 2014-09-18 Qualcomm Incorporated Detection of a scrolling gesture
US20150009062A1 (en) * 2013-07-02 2015-01-08 Brose Fahrzeugteile Gmbh & Co. Kommanditgesellschaft, Hallstadt Object detection device for a vehicle and vehicle having the object detection device
US20150138144A1 (en) * 2013-11-19 2015-05-21 Renesas Electronics Corporation Coordinate input device and mobile terminal

Cited By (337)

* Cited by examiner, † Cited by third party
Publication number Priority date Publication date Assignee Title
US11859375B2 (en) 2009-12-16 2024-01-02 Kohler Co. Touchless faucet assembly and method of operation
US11386257B2 (en) 2012-10-15 2022-07-12 Amaze Software, Inc. Efficient manipulation of surfaces in multi-dimensional space using energy agents
US10908929B2 (en) 2012-10-15 2021-02-02 Famous Industries, Inc. Human versus bot detection using gesture fingerprinting
US10877780B2 (en) 2012-10-15 2020-12-29 Famous Industries, Inc. Visibility detection using gesture fingerprinting
US9501171B1 (en) * 2012-10-15 2016-11-22 Famous Industries, Inc. Gesture fingerprinting
US10521249B1 (en) * 2012-10-15 2019-12-31 Famous Industries, Inc. Gesture Fingerprinting
US9772889B2 (en) 2012-10-15 2017-09-26 Famous Industries, Inc. Expedited processing and handling of events
US9652076B1 (en) * 2012-10-15 2017-05-16 Famous Industries, Inc. Gesture fingerprinting
US10051630B2 (en) 2013-05-31 2018-08-14 At&T Intellectual Property I, L.P. Remote distributed antenna system
US9999038B2 (en) 2013-05-31 2018-06-12 At&T Intellectual Property I, L.P. Remote distributed antenna system
US9674711B2 (en) 2013-11-06 2017-06-06 At&T Intellectual Property I, L.P. Surface-wave communications and methods thereof
US10436888B2 (en) * 2014-05-30 2019-10-08 Texas Tech University System Hybrid FMCW-interferometry radar for positioning and monitoring and methods of using same
US10509478B2 (en) * 2014-06-03 2019-12-17 Google Llc Radar-based gesture-recognition from a surface radar field on which an interaction is sensed
US9971415B2 (en) 2014-06-03 2018-05-15 Google Llc Radar-based gesture-recognition through a wearable device
US9575560B2 (en) 2014-06-03 2017-02-21 Google Inc. Radar-based gesture-recognition through a wearable device
US10948996B2 (en) 2014-06-03 2021-03-16 Google Llc Radar-based gesture-recognition at a surface of an object
US10642367B2 (en) 2014-08-07 2020-05-05 Google Llc Radar-based gesture sensing and data transmission
US9921660B2 (en) * 2014-08-07 2018-03-20 Google Llc Radar-based gesture recognition
US20160041617A1 (en) * 2014-08-07 2016-02-11 Google Inc. Radar-Based Gesture Recognition
US9811164B2 (en) 2014-08-07 2017-11-07 Google Inc. Radar-based gesture sensing and data transmission
US10268321B2 (en) 2014-08-15 2019-04-23 Google Llc Interactive textiles within hard objects
US9933908B2 (en) 2014-08-15 2018-04-03 Google Llc Interactive textiles
US11169988B2 (en) * 2014-08-22 2021-11-09 Google Llc Radar recognition-aided search
US11221682B2 (en) * 2014-08-22 2022-01-11 Google Llc Occluded gesture recognition
US10936081B2 (en) * 2014-08-22 2021-03-02 Google Llc Occluded gesture recognition
US20160054803A1 (en) * 2014-08-22 2016-02-25 Google Inc. Occluded Gesture Recognition
US11816101B2 (en) 2014-08-22 2023-11-14 Google Llc Radar recognition-aided search
US20160055201A1 (en) * 2014-08-22 2016-02-25 Google Inc. Radar Recognition-Aided Searches
US9778749B2 (en) * 2014-08-22 2017-10-03 Google Inc. Occluded gesture recognition
US10409385B2 (en) * 2014-08-22 2019-09-10 Google Llc Occluded gesture recognition
US9768833B2 (en) 2014-09-15 2017-09-19 At&T Intellectual Property I, L.P. Method and apparatus for sensing a condition in a transmission medium of electromagnetic waves
US9906269B2 (en) 2014-09-17 2018-02-27 At&T Intellectual Property I, L.P. Monitoring and mitigating conditions in a communication network
US10063280B2 (en) 2014-09-17 2018-08-28 At&T Intellectual Property I, L.P. Monitoring and mitigating conditions in a communication network
US9600080B2 (en) 2014-10-02 2017-03-21 Google Inc. Non-line-of-sight radar-based gesture recognition
US9973416B2 (en) 2014-10-02 2018-05-15 At&T Intellectual Property I, L.P. Method and apparatus that provides fault tolerance in a communication network
US10664059B2 (en) 2014-10-02 2020-05-26 Google Llc Non-line-of-sight radar-based gesture recognition
US11163371B2 (en) 2014-10-02 2021-11-02 Google Llc Non-line-of-sight radar-based gesture recognition
US9685992B2 (en) 2014-10-03 2017-06-20 At&T Intellectual Property I, L.P. Circuit panel network and methods thereof
US9866276B2 (en) 2014-10-10 2018-01-09 At&T Intellectual Property I, L.P. Method and apparatus for arranging communication sessions in a communication system
US9847850B2 (en) 2014-10-14 2017-12-19 At&T Intellectual Property I, L.P. Method and apparatus for adjusting a mode of communication in a communication network
US9705610B2 (en) 2014-10-21 2017-07-11 At&T Intellectual Property I, L.P. Transmission device with impairment compensation and methods for use therewith
US9954286B2 (en) 2014-10-21 2018-04-24 At&T Intellectual Property I, L.P. Guided-wave transmission device with non-fundamental mode propagation and methods for use therewith
US9780834B2 (en) 2014-10-21 2017-10-03 At&T Intellectual Property I, L.P. Method and apparatus for transmitting electromagnetic waves
US9876587B2 (en) 2014-10-21 2018-01-23 At&T Intellectual Property I, L.P. Transmission device with impairment compensation and methods for use therewith
US9871558B2 (en) 2014-10-21 2018-01-16 At&T Intellectual Property I, L.P. Guided-wave transmission device and methods for use therewith
US9912033B2 (en) 2014-10-21 2018-03-06 At&T Intellectual Property I, Lp Guided wave coupler, coupling module and methods for use therewith
US9960808B2 (en) 2014-10-21 2018-05-01 At&T Intellectual Property I, L.P. Guided-wave transmission device and methods for use therewith
US9769020B2 (en) 2014-10-21 2017-09-19 At&T Intellectual Property I, L.P. Method and apparatus for responding to events affecting communications in a communication network
US9954287B2 (en) 2014-11-20 2018-04-24 At&T Intellectual Property I, L.P. Apparatus for converting wireless signals and electromagnetic waves and methods thereof
US9800327B2 (en) 2014-11-20 2017-10-24 At&T Intellectual Property I, L.P. Apparatus for controlling operations of a communication device and methods thereof
US10243784B2 (en) 2014-11-20 2019-03-26 At&T Intellectual Property I, L.P. System for generating topology information and methods thereof
US9749083B2 (en) 2014-11-20 2017-08-29 At&T Intellectual Property I, L.P. Transmission device with mode division multiplexing and methods for use therewith
US9742521B2 (en) 2014-11-20 2017-08-22 At&T Intellectual Property I, L.P. Transmission device with mode division multiplexing and methods for use therewith
US10009067B2 (en) 2014-12-04 2018-06-26 At&T Intellectual Property I, L.P. Method and apparatus for configuring a communication interface
US9742462B2 (en) 2014-12-04 2017-08-22 At&T Intellectual Property I, L.P. Transmission medium and communication interfaces and methods for use therewith
US9876570B2 (en) 2015-02-20 2018-01-23 At&T Intellectual Property I, Lp Guided-wave transmission device with non-fundamental mode propagation and methods for use therewith
US9876571B2 (en) 2015-02-20 2018-01-23 At&T Intellectual Property I, Lp Guided-wave transmission device with non-fundamental mode propagation and methods for use therewith
US20160259037A1 (en) * 2015-03-03 2016-09-08 Nvidia Corporation Radar based user interface
US10509479B2 (en) 2015-03-03 2019-12-17 Nvidia Corporation Multi-sensor based user interface
US10168785B2 (en) 2015-03-03 2019-01-01 Nvidia Corporation Multi-sensor based user interface
US10481696B2 (en) * 2015-03-03 2019-11-19 Nvidia Corporation Radar based user interface
US9749013B2 (en) 2015-03-17 2017-08-29 At&T Intellectual Property I, L.P. Method and apparatus for reducing attenuation of electromagnetic waves guided by a transmission medium
US11219412B2 (en) 2015-03-23 2022-01-11 Google Llc In-ear health monitoring
US10016162B1 (en) 2015-03-23 2018-07-10 Google Llc In-ear health monitoring
US9983747B2 (en) 2015-03-26 2018-05-29 Google Llc Two-layer interactive textiles
US9848780B1 (en) 2015-04-08 2017-12-26 Google Inc. Assessing cardiovascular function using an optical sensor
US10224981B2 (en) 2015-04-24 2019-03-05 At&T Intellectual Property I, Lp Passive electrical coupling device and methods for use therewith
US9705561B2 (en) 2015-04-24 2017-07-11 At&T Intellectual Property I, L.P. Directional coupling device and methods for use therewith
US9793955B2 (en) 2015-04-24 2017-10-17 At&T Intellectual Property I, Lp Passive electrical coupling device and methods for use therewith
US9831912B2 (en) 2015-04-24 2017-11-28 At&T Intellectual Property I, Lp Directional coupling device and methods for use therewith
US9793954B2 (en) 2015-04-28 2017-10-17 At&T Intellectual Property I, L.P. Magnetic coupling device and methods for use therewith
US11709552B2 (en) 2015-04-30 2023-07-25 Google Llc RF-based micro-motion tracking for gesture tracking and recognition
US10310620B2 (en) * 2015-04-30 2019-06-04 Google Llc Type-agnostic RF signal representations
US20160320852A1 (en) * 2015-04-30 2016-11-03 Google Inc. Wide-Field Radar-Based Gesture Recognition
US20190155396A1 (en) * 2015-04-30 2019-05-23 Google Llc RF-Based Micro-Motion Tracking for Gesture Tracking and Recognition
US10817070B2 (en) * 2015-04-30 2020-10-27 Google Llc RF-based micro-motion tracking for gesture tracking and recognition
US20190033981A1 (en) * 2015-04-30 2019-01-31 Google Llc Wide-Field Radar-Based Gesture Recognition
US10496182B2 (en) * 2015-04-30 2019-12-03 Google Llc Type-agnostic RF signal representations
US10241581B2 (en) 2015-04-30 2019-03-26 Google Llc RF-based micro-motion tracking for gesture tracking and recognition
US10664061B2 (en) * 2015-04-30 2020-05-26 Google Llc Wide-field radar-based gesture recognition
US10139916B2 (en) * 2015-04-30 2018-11-27 Google Llc Wide-field radar-based gesture recognition
US9887447B2 (en) 2015-05-14 2018-02-06 At&T Intellectual Property I, L.P. Transmission medium having multiple cores and methods for use therewith
US9871282B2 (en) 2015-05-14 2018-01-16 At&T Intellectual Property I, L.P. At least one transmission medium having a dielectric surface that is covered at least in part by a second dielectric
US9748626B2 (en) 2015-05-14 2017-08-29 At&T Intellectual Property I, L.P. Plurality of cables having different cross-sectional shapes which are bundled together to form a transmission medium
US10650940B2 (en) 2015-05-15 2020-05-12 At&T Intellectual Property I, L.P. Transmission medium having a conductive material and methods for use therewith
US10080528B2 (en) 2015-05-19 2018-09-25 Google Llc Optical central venous pressure measurement
US10936085B2 (en) 2015-05-27 2021-03-02 Google Llc Gesture detection and interactions
US9693592B2 (en) 2015-05-27 2017-07-04 Google Inc. Attaching electronic components to interactive textiles
US10572027B2 (en) 2015-05-27 2020-02-25 Google Llc Gesture detection and interactions
US10155274B2 (en) 2015-05-27 2018-12-18 Google Llc Attaching electronic components to interactive textiles
US10088908B1 (en) 2015-05-27 2018-10-02 Google Llc Gesture detection and interactions
US9917341B2 (en) 2015-05-27 2018-03-13 At&T Intellectual Property I, L.P. Apparatus and method for launching electromagnetic waves and for modifying radial dimensions of the propagating electromagnetic waves
US10203763B1 (en) 2015-05-27 2019-02-12 Google Inc. Gesture detection and interactions
US9912382B2 (en) 2015-06-03 2018-03-06 At&T Intellectual Property I, Lp Network termination and methods for use therewith
US9912381B2 (en) 2015-06-03 2018-03-06 At&T Intellectual Property I, Lp Network termination and methods for use therewith
US9967002B2 (en) 2015-06-03 2018-05-08 At&T Intellectual I, Lp Network termination and methods for use therewith
US10797781B2 (en) 2015-06-03 2020-10-06 At&T Intellectual Property I, L.P. Client node device and methods for use therewith
US9935703B2 (en) 2015-06-03 2018-04-03 At&T Intellectual Property I, L.P. Host node device and methods for use therewith
US9866309B2 (en) 2015-06-03 2018-01-09 At&T Intellectual Property I, Lp Host node device and methods for use therewith
US10812174B2 (en) 2015-06-03 2020-10-20 At&T Intellectual Property I, L.P. Client node device and methods for use therewith
US10050697B2 (en) 2015-06-03 2018-08-14 At&T Intellectual Property I, L.P. Host node device and methods for use therewith
US10376195B1 (en) 2015-06-04 2019-08-13 Google Llc Automated nursing assessment
US9997819B2 (en) 2015-06-09 2018-06-12 At&T Intellectual Property I, L.P. Transmission medium and method for facilitating propagation of electromagnetic waves via a core
US9913139B2 (en) 2015-06-09 2018-03-06 At&T Intellectual Property I, L.P. Signal fingerprinting for authentication of communicating devices
US9820146B2 (en) 2015-06-12 2017-11-14 At&T Intellectual Property I, L.P. Method and apparatus for authentication and identity management of communicating devices
US9667317B2 (en) 2015-06-15 2017-05-30 At&T Intellectual Property I, L.P. Method and apparatus for providing security using network traffic adjustments
US9865911B2 (en) 2015-06-25 2018-01-09 At&T Intellectual Property I, L.P. Waveguide system for slot radiating first electromagnetic waves that are combined into a non-fundamental wave mode second electromagnetic wave on a transmission medium
US9787412B2 (en) 2015-06-25 2017-10-10 At&T Intellectual Property I, L.P. Methods and apparatus for inducing a fundamental wave mode on a transmission medium
US10069185B2 (en) 2015-06-25 2018-09-04 At&T Intellectual Property I, L.P. Methods and apparatus for inducing a non-fundamental wave mode on a transmission medium
US9853342B2 (en) 2015-07-14 2017-12-26 At&T Intellectual Property I, L.P. Dielectric transmission medium connector and methods for use therewith
US9847566B2 (en) 2015-07-14 2017-12-19 At&T Intellectual Property I, L.P. Method and apparatus for adjusting a field of a signal to mitigate interference
US10044409B2 (en) 2015-07-14 2018-08-07 At&T Intellectual Property I, L.P. Transmission medium and methods for use therewith
US9722318B2 (en) 2015-07-14 2017-08-01 At&T Intellectual Property I, L.P. Method and apparatus for coupling an antenna to a device
US9882257B2 (en) 2015-07-14 2018-01-30 At&T Intellectual Property I, L.P. Method and apparatus for launching a wave mode that mitigates interference
US9929755B2 (en) 2015-07-14 2018-03-27 At&T Intellectual Property I, L.P. Method and apparatus for coupling an antenna to a device
US10205655B2 (en) 2015-07-14 2019-02-12 At&T Intellectual Property I, L.P. Apparatus and methods for communicating utilizing an antenna array and multiple communication paths
US10148016B2 (en) 2015-07-14 2018-12-04 At&T Intellectual Property I, L.P. Apparatus and methods for communicating utilizing an antenna array
US9793951B2 (en) 2015-07-15 2017-10-17 At&T Intellectual Property I, L.P. Method and apparatus for launching a wave mode that mitigates interference
US10090606B2 (en) 2015-07-15 2018-10-02 At&T Intellectual Property I, L.P. Antenna system with dielectric array and methods for use therewith
US9871283B2 (en) 2015-07-23 2018-01-16 At&T Intellectual Property I, Lp Transmission medium having a dielectric core comprised of plural members connected by a ball and socket configuration
US9912027B2 (en) 2015-07-23 2018-03-06 At&T Intellectual Property I, L.P. Method and apparatus for exchanging communication signals
US9948333B2 (en) 2015-07-23 2018-04-17 At&T Intellectual Property I, L.P. Method and apparatus for wireless communications to mitigate interference
US9806818B2 (en) 2015-07-23 2017-10-31 At&T Intellectual Property I, Lp Node device, repeater and methods for use therewith
US9749053B2 (en) 2015-07-23 2017-08-29 At&T Intellectual Property I, L.P. Node device, repeater and methods for use therewith
US9838078B2 (en) 2015-07-31 2017-12-05 At&T Intellectual Property I, L.P. Method and apparatus for exchanging communication signals
US9735833B2 (en) 2015-07-31 2017-08-15 At&T Intellectual Property I, L.P. Method and apparatus for communications management in a neighborhood network
US9967173B2 (en) 2015-07-31 2018-05-08 At&T Intellectual Property I, L.P. Method and apparatus for authentication and identity management of communicating devices
US9904535B2 (en) 2015-09-14 2018-02-27 At&T Intellectual Property I, L.P. Method and apparatus for distributing software
US9769128B2 (en) 2015-09-28 2017-09-19 At&T Intellectual Property I, L.P. Method and apparatus for encryption of communications over a network
US9729197B2 (en) 2015-10-01 2017-08-08 At&T Intellectual Property I, L.P. Method and apparatus for communicating network management traffic over a network
US9876264B2 (en) 2015-10-02 2018-01-23 At&T Intellectual Property I, Lp Communication system, guided wave switch and methods for use therewith
US11656336B2 (en) 2015-10-06 2023-05-23 Google Llc Advanced gaming and virtual reality control using radar
US10908696B2 (en) 2015-10-06 2021-02-02 Google Llc Advanced gaming and virtual reality control using radar
US20170097684A1 (en) * 2015-10-06 2017-04-06 Google, Inc. Compressed Sensing for Gesture Tracking and Recognition with Radar
US10705185B1 (en) * 2015-10-06 2020-07-07 Google Llc Application-based signal processing parameters in radar-based detection
US10768712B2 (en) 2015-10-06 2020-09-08 Google Llc Gesture component with gesture library
US11175743B2 (en) 2015-10-06 2021-11-16 Google Llc Gesture recognition using multiple antenna
US10540001B1 (en) 2015-10-06 2020-01-21 Google Llc Fine-motion virtual-reality or augmented-reality control using radar
US10503883B1 (en) 2015-10-06 2019-12-10 Google Llc Radar-based authentication
US11698439B2 (en) 2015-10-06 2023-07-11 Google Llc Gesture recognition using multiple antenna
US11256335B2 (en) 2015-10-06 2022-02-22 Google Llc Fine-motion virtual-reality or augmented-reality control using radar
US11698438B2 (en) 2015-10-06 2023-07-11 Google Llc Gesture recognition using multiple antenna
US10300370B1 (en) 2015-10-06 2019-05-28 Google Llc Advanced gaming and virtual reality control using radar
US10459080B1 (en) 2015-10-06 2019-10-29 Google Llc Radar-based object detection for vehicles
US10817065B1 (en) 2015-10-06 2020-10-27 Google Llc Gesture recognition using multiple antenna
US11693092B2 (en) 2015-10-06 2023-07-04 Google Llc Gesture recognition using multiple antenna
US10310621B1 (en) * 2015-10-06 2019-06-04 Google Llc Radar gesture sensing using existing data protocols
US11592909B2 (en) 2015-10-06 2023-02-28 Google Llc Fine-motion virtual-reality or augmented-reality control using radar
US11132065B2 (en) 2015-10-06 2021-09-28 Google Llc Radar-enabled sensor fusion
US11080556B1 (en) 2015-10-06 2021-08-03 Google Llc User-customizable machine-learning in radar-based gesture detection
US10823841B1 (en) 2015-10-06 2020-11-03 Google Llc Radar imaging on a mobile computing device
US10401490B2 (en) 2015-10-06 2019-09-03 Google Llc Radar-enabled sensor fusion
US11481040B2 (en) 2015-10-06 2022-10-25 Google Llc User-customizable machine-learning in radar-based gesture detection
JP2018527558A (en) * 2015-10-06 2018-09-20 グーグル エルエルシー Sensor fusion for radar
US10379621B2 (en) 2015-10-06 2019-08-13 Google Llc Gesture component with gesture library
US11385721B2 (en) * 2015-10-06 2022-07-12 Google Llc Application-based signal processing parameters in radar-based detection
US10355367B2 (en) 2015-10-16 2019-07-16 At&T Intellectual Property I, L.P. Antenna structure for exchanging wireless signals
US9837760B2 (en) 2015-11-04 2017-12-05 Google Inc. Connectors for connecting electronics embedded in garments to external devices
US10182325B2 (en) * 2015-11-23 2019-01-15 Anthony Peter Dobaj Movement control system
US20170147279A1 (en) * 2015-11-23 2017-05-25 Anthony Peter Dobaj Movement Control System
US9898143B2 (en) 2015-12-24 2018-02-20 Intel Corporation Predicting touch events to improve touchscreen usage accuracy
CN106055089A (en) * 2016-04-27 2016-10-26 深圳市前海万象智慧科技有限公司 Control system for gesture recognition based on man-machine interaction equipment and control method for same
US10492302B2 (en) 2016-05-03 2019-11-26 Google Llc Connecting an electronic component to an interactive textile
US11140787B2 (en) 2016-05-03 2021-10-05 Google Llc Connecting an electronic component to an interactive textile
US10175781B2 (en) 2016-05-16 2019-01-08 Google Llc Interactive object with multiple electronics modules
US11531459B2 (en) 2016-05-16 2022-12-20 Google Llc Control-article-based control of a user interface
US11336026B2 (en) 2016-07-21 2022-05-17 Infineon Technologies Ag Radio frequency system for wearable device
US11417963B2 (en) 2016-07-21 2022-08-16 Infineon Technologies Ag Radio frequency system for wearable device
US10218407B2 (en) 2016-08-08 2019-02-26 Infineon Technologies Ag Radio frequency system and method for wearable device
WO2018031516A1 (en) * 2016-08-09 2018-02-15 Google Llc Radar-based gestural interface
US20180046255A1 (en) * 2016-08-09 2018-02-15 Google Inc. Radar-based gestural interface
US9860075B1 (en) 2016-08-26 2018-01-02 At&T Intellectual Property I, L.P. Method and communication node for broadband distribution
US10135147B2 (en) 2016-10-18 2018-11-20 At&T Intellectual Property I, L.P. Apparatus and methods for launching guided waves via an antenna
US10135146B2 (en) 2016-10-18 2018-11-20 At&T Intellectual Property I, L.P. Apparatus and methods for launching guided waves via circuits
US9991580B2 (en) 2016-10-21 2018-06-05 At&T Intellectual Property I, L.P. Launcher and coupling system for guided wave mode cancellation
US9876605B1 (en) 2016-10-21 2018-01-23 At&T Intellectual Property I, L.P. Launcher and coupling system to support desired guided wave mode
US10811767B2 (en) 2016-10-21 2020-10-20 At&T Intellectual Property I, L.P. System and dielectric antenna with convex dielectric radome
US10374316B2 (en) 2016-10-21 2019-08-06 At&T Intellectual Property I, L.P. System and dielectric antenna with non-uniform dielectric
US10312567B2 (en) 2016-10-26 2019-06-04 At&T Intellectual Property I, L.P. Launcher with planar strip antenna and methods for use therewith
US10340573B2 (en) 2016-10-26 2019-07-02 At&T Intellectual Property I, L.P. Launcher with cylindrical coupling device and methods for use therewith
US10291334B2 (en) 2016-11-03 2019-05-14 At&T Intellectual Property I, L.P. System for detecting a fault in a communication system
US10498044B2 (en) 2016-11-03 2019-12-03 At&T Intellectual Property I, L.P. Apparatus for configuring a surface of an antenna
US10224634B2 (en) 2016-11-03 2019-03-05 At&T Intellectual Property I, L.P. Methods and apparatus for adjusting an operational characteristic of an antenna
US10225025B2 (en) 2016-11-03 2019-03-05 At&T Intellectual Property I, L.P. Method and apparatus for detecting a fault in a communication system
US10535928B2 (en) 2016-11-23 2020-01-14 At&T Intellectual Property I, L.P. Antenna system and methods for use therewith
US10178445B2 (en) 2016-11-23 2019-01-08 At&T Intellectual Property I, L.P. Methods, devices, and systems for load balancing between a plurality of waveguides
US10340601B2 (en) 2016-11-23 2019-07-02 At&T Intellectual Property I, L.P. Multi-antenna system and methods for use therewith
US10340603B2 (en) 2016-11-23 2019-07-02 At&T Intellectual Property I, L.P. Antenna system having shielded structural configurations for assembly
US10090594B2 (en) 2016-11-23 2018-10-02 At&T Intellectual Property I, L.P. Antenna system having structural configurations for assembly
US10361489B2 (en) 2016-12-01 2019-07-23 At&T Intellectual Property I, L.P. Dielectric dish antenna system and methods for use therewith
US10305190B2 (en) 2016-12-01 2019-05-28 At&T Intellectual Property I, L.P. Reflecting dielectric antenna system and methods for use therewith
US10579150B2 (en) 2016-12-05 2020-03-03 Google Llc Concurrent detection of absolute distance and relative movement for sensing action gestures
US10439675B2 (en) 2016-12-06 2019-10-08 At&T Intellectual Property I, L.P. Method and apparatus for repeating guided wave communication signals
US10382976B2 (en) 2016-12-06 2019-08-13 At&T Intellectual Property I, L.P. Method and apparatus for managing wireless communications based on communication paths and network device positions
US10637149B2 (en) 2016-12-06 2020-04-28 At&T Intellectual Property I, L.P. Injection molded dielectric antenna and methods for use therewith
US10819035B2 (en) 2016-12-06 2020-10-27 At&T Intellectual Property I, L.P. Launcher with helical antenna and methods for use therewith
US10326494B2 (en) 2016-12-06 2019-06-18 At&T Intellectual Property I, L.P. Apparatus for measurement de-embedding and methods for use therewith
US10755542B2 (en) 2016-12-06 2020-08-25 At&T Intellectual Property I, L.P. Method and apparatus for surveillance via guided wave communication
US10727599B2 (en) 2016-12-06 2020-07-28 At&T Intellectual Property I, L.P. Launcher with slot antenna and methods for use therewith
US10020844B2 (en) 2016-12-06 2018-07-10 T&T Intellectual Property I, L.P. Method and apparatus for broadcast communication via guided waves
US10135145B2 (en) 2016-12-06 2018-11-20 At&T Intellectual Property I, L.P. Apparatus and methods for generating an electromagnetic wave along a transmission medium
US10694379B2 (en) 2016-12-06 2020-06-23 At&T Intellectual Property I, L.P. Waveguide system with device-based authentication and methods for use therewith
US9927517B1 (en) 2016-12-06 2018-03-27 At&T Intellectual Property I, L.P. Apparatus and methods for sensing rainfall
US10359749B2 (en) 2016-12-07 2019-07-23 At&T Intellectual Property I, L.P. Method and apparatus for utilities management via guided wave communication
US10547348B2 (en) 2016-12-07 2020-01-28 At&T Intellectual Property I, L.P. Method and apparatus for switching transmission mediums in a communication system
US10139820B2 (en) 2016-12-07 2018-11-27 At&T Intellectual Property I, L.P. Method and apparatus for deploying equipment of a communication system
US9893795B1 (en) 2016-12-07 2018-02-13 At&T Intellectual Property I, Lp Method and repeater for broadband distribution
US10389029B2 (en) 2016-12-07 2019-08-20 At&T Intellectual Property I, L.P. Multi-feed dielectric antenna system with core selection and methods for use therewith
US10168695B2 (en) 2016-12-07 2019-01-01 At&T Intellectual Property I, L.P. Method and apparatus for controlling an unmanned aircraft
US10446936B2 (en) 2016-12-07 2019-10-15 At&T Intellectual Property I, L.P. Multi-feed dielectric antenna system and methods for use therewith
US10243270B2 (en) 2016-12-07 2019-03-26 At&T Intellectual Property I, L.P. Beam adaptive multi-feed dielectric antenna system and methods for use therewith
US10027397B2 (en) 2016-12-07 2018-07-17 At&T Intellectual Property I, L.P. Distributed antenna system and methods for use therewith
US9998870B1 (en) 2016-12-08 2018-06-12 At&T Intellectual Property I, L.P. Method and apparatus for proximity sensing
US10411356B2 (en) 2016-12-08 2019-09-10 At&T Intellectual Property I, L.P. Apparatus and methods for selectively targeting communication devices with an antenna array
US10313836B2 (en) 2016-12-08 2019-06-04 At&T Intellectual Property I, L.P. Method and apparatus for proximity sensing
US10777873B2 (en) 2016-12-08 2020-09-15 At&T Intellectual Property I, L.P. Method and apparatus for mounting network devices
US10601494B2 (en) 2016-12-08 2020-03-24 At&T Intellectual Property I, L.P. Dual-band communication device and method for use therewith
US10326689B2 (en) 2016-12-08 2019-06-18 At&T Intellectual Property I, L.P. Method and system for providing alternative communication paths
US10531232B2 (en) 2016-12-08 2020-01-07 At&T Intellectual Property I, L.P. Method and apparatus for proximity sensing
US9911020B1 (en) 2016-12-08 2018-03-06 At&T Intellectual Property I, L.P. Method and apparatus for tracking via a radio frequency identification device
US10530505B2 (en) 2016-12-08 2020-01-07 At&T Intellectual Property I, L.P. Apparatus and methods for launching electromagnetic waves along a transmission medium
US10938108B2 (en) 2016-12-08 2021-03-02 At&T Intellectual Property I, L.P. Frequency selective multi-feed dielectric antenna system and methods for use therewith
US10916969B2 (en) 2016-12-08 2021-02-09 At&T Intellectual Property I, L.P. Method and apparatus for providing power using an inductive coupling
US10389037B2 (en) 2016-12-08 2019-08-20 At&T Intellectual Property I, L.P. Apparatus and methods for selecting sections of an antenna array and use therewith
US10103422B2 (en) 2016-12-08 2018-10-16 At&T Intellectual Property I, L.P. Method and apparatus for mounting network devices
US10069535B2 (en) 2016-12-08 2018-09-04 At&T Intellectual Property I, L.P. Apparatus and methods for launching electromagnetic waves having a certain electric field structure
US10264586B2 (en) 2016-12-09 2019-04-16 At&T Mobility Ii Llc Cloud-based packet controller and methods for use therewith
JP2018096961A (en) * 2016-12-09 2018-06-21 エーエーシーアコースティックテクノロジーズ(シンセン)カンパニーリミテッドAAC Acoustic Technologies(Shenzhen)Co.,Ltd Gesture recognition system, and gesture recognition method using the same
US9838896B1 (en) 2016-12-09 2017-12-05 At&T Intellectual Property I, L.P. Method and apparatus for assessing network coverage
US10340983B2 (en) 2016-12-09 2019-07-02 At&T Intellectual Property I, L.P. Method and apparatus for surveying remote sites via guided wave communications
US10466772B2 (en) 2017-01-09 2019-11-05 Infineon Technologies Ag System and method of gesture detection for a remote device
US10901497B2 (en) 2017-01-09 2021-01-26 Infineon Technologies Ag System and method of gesture detection for a remote device
US10505255B2 (en) 2017-01-30 2019-12-10 Infineon Technologies Ag Radio frequency device packages and methods of formation thereof
US11243293B2 (en) 2017-02-07 2022-02-08 Samsung Electronics Company, Ltd. Radar-based system for sensing touch and in-the-air interactions
US9973940B1 (en) 2017-02-27 2018-05-15 At&T Intellectual Property I, L.P. Apparatus and methods for dynamic impedance matching of a guided wave launcher
US10298293B2 (en) 2017-03-13 2019-05-21 At&T Intellectual Property I, L.P. Apparatus of communication utilizing wireless network devices
US20210072375A1 (en) * 2017-05-10 2021-03-11 Google Llc Low-Power Radar
EP3407175A1 (en) * 2017-05-23 2018-11-28 Vestel Elektronik Sanayi ve Ticaret A.S. Hand-holdable electronic devices and method of determining an electromagnetic environment near to such a device
US10602548B2 (en) * 2017-06-22 2020-03-24 Infineon Technologies Ag System and method for gesture sensing
US20180376509A1 (en) * 2017-06-22 2018-12-27 Infineon Technologies Ag System and Method for Gesture Sensing
US10973058B2 (en) 2017-06-22 2021-04-06 Infineon Technologies Ag System and method for gesture sensing
WO2019005936A1 (en) * 2017-06-27 2019-01-03 Intel Corporation Gesture recognition radar systems and methods
US10746625B2 (en) 2017-12-22 2020-08-18 Infineon Technologies Ag System and method of monitoring a structural object using a millimeter-wave radar sensor
US11278241B2 (en) 2018-01-16 2022-03-22 Infineon Technologies Ag System and method for vital signal sensing using a millimeter-wave radar sensor
US11346936B2 (en) 2018-01-16 2022-05-31 Infineon Technologies Ag System and method for vital signal sensing using a millimeter-wave radar sensor
US10795012B2 (en) 2018-01-22 2020-10-06 Infineon Technologies Ag System and method for human behavior modelling and power control using a millimeter-wave radar sensor
US11474613B2 (en) 2018-01-26 2022-10-18 Iucf-Hyu (Industry-University Cooperation Foundation Hanyang University) Gesture recognition device and method using radar
US10576328B2 (en) 2018-02-06 2020-03-03 Infineon Technologies Ag System and method for contactless sensing on a treadmill
US10705198B2 (en) 2018-03-27 2020-07-07 Infineon Technologies Ag System and method of monitoring an air flow using a millimeter-wave radar sensor
US10761187B2 (en) 2018-04-11 2020-09-01 Infineon Technologies Ag Liquid detection using millimeter-wave radar sensor
US10775482B2 (en) 2018-04-11 2020-09-15 Infineon Technologies Ag Human detection and identification in a setting using millimeter-wave radar
US11402920B2 (en) * 2018-04-17 2022-08-02 Socionext Inc. Gesture recognition method and gesture recognition device having a plurality of radio wave sensors associated with a gesture occurrence area
US10794841B2 (en) 2018-05-07 2020-10-06 Infineon Technologies Ag Composite material structure monitoring system
US10399393B1 (en) 2018-05-29 2019-09-03 Infineon Technologies Ag Radar sensor system for tire monitoring
US10903567B2 (en) 2018-06-04 2021-01-26 Infineon Technologies Ag Calibrating a phased array system
US11416077B2 (en) * 2018-07-19 2022-08-16 Infineon Technologies Ag Gesture detection system and method using a radar sensor
US20200026360A1 (en) * 2018-07-19 2020-01-23 Infineon Technologies Ag Gesture Detection System and Method Using Radar Sensors
US20200026361A1 (en) * 2018-07-19 2020-01-23 Infineon Technologies Ag Gesture Detection System and Method Using A Radar Sensors
US10890653B2 (en) 2018-08-22 2021-01-12 Google Llc Radar-based gesture enhancement for voice interfaces
US11435468B2 (en) 2018-08-22 2022-09-06 Google Llc Radar-based gesture enhancement for voice interfaces
US10930251B2 (en) * 2018-08-22 2021-02-23 Google Llc Smartphone-based radar system for facilitating awareness of user presence and orientation
TWI781479B (en) * 2018-08-22 2022-10-21 美商谷歌有限責任公司 Smartphone-based radar system for facilitating awareness of user presence and orientation
US10770035B2 (en) * 2018-08-22 2020-09-08 Google Llc Smartphone-based radar system for facilitating awareness of user presence and orientation
US11176910B2 (en) 2018-08-22 2021-11-16 Google Llc Smartphone providing radar-based proxemic context
US10936185B2 (en) 2018-08-24 2021-03-02 Google Llc Smartphone-based radar system facilitating ease and accuracy of user interactions with displayed objects in an augmented-reality interface
US20200064996A1 (en) * 2018-08-24 2020-02-27 Google Llc Smartphone-Based Radar System Facilitating Ease and Accuracy of User Interactions with Displayed Objects in an Augmented-Reality Interface
CN111149079A (en) * 2018-08-24 2020-05-12 谷歌有限责任公司 Smart phone, system and method including radar system
US10698603B2 (en) * 2018-08-24 2020-06-30 Google Llc Smartphone-based radar system facilitating ease and accuracy of user interactions with displayed objects in an augmented-reality interface
US11204694B2 (en) 2018-08-24 2021-12-21 Google Llc Radar system facilitating ease and accuracy of user interactions with a user interface
US10928501B2 (en) 2018-08-28 2021-02-23 Infineon Technologies Ag Target detection in rainfall and snowfall conditions using mmWave radar
US11183772B2 (en) 2018-09-13 2021-11-23 Infineon Technologies Ag Embedded downlight and radar system
US11125869B2 (en) 2018-10-16 2021-09-21 Infineon Technologies Ag Estimating angle of human target using mmWave radar
CN111868664A (en) * 2018-10-22 2020-10-30 谷歌有限责任公司 Smartphone-based radar system for determining user intent in lower power mode
US11314312B2 (en) 2018-10-22 2022-04-26 Google Llc Smartphone-based radar system for determining user intention in a lower-power mode
US10788880B2 (en) 2018-10-22 2020-09-29 Google Llc Smartphone-based radar system for determining user intention in a lower-power mode
WO2020086215A1 (en) * 2018-10-22 2020-04-30 Google Llc Smartphone-based radar system for determining user intention in a lower-power mode
US11397239B2 (en) 2018-10-24 2022-07-26 Infineon Technologies Ag Radar sensor FSM low power mode
US11360185B2 (en) 2018-10-24 2022-06-14 Infineon Technologies Ag Phase coded FMCW radar
US10761611B2 (en) * 2018-11-13 2020-09-01 Google Llc Radar-image shaper for radar-based applications
US11039231B2 (en) 2018-11-14 2021-06-15 Infineon Technologies Ag Package with acoustic sensing device(s) and millimeter wave sensing elements
WO2020132369A1 (en) * 2018-12-19 2020-06-25 Paypal, Inc. Gesture and motion detection using a device radar component for user authentication
US11310226B2 (en) 2018-12-19 2022-04-19 Paypal, Inc. Gesture and motion detection using a device radar component for user authentication
US11087115B2 (en) 2019-01-22 2021-08-10 Infineon Technologies Ag User authentication using mm-Wave sensor for automotive radar systems
US11670110B2 (en) 2019-01-22 2023-06-06 Infineon Technologies Ag User authentication using mm-wave sensor for automotive radar systems
US11906619B2 (en) * 2019-02-28 2024-02-20 Google Llc Saturation compensation using a smart-device-based radar system
US11592547B2 (en) * 2019-02-28 2023-02-28 Google Llc Smart-device-based radar system detecting user gestures in the presence of saturation
US20200400811A1 (en) * 2019-02-28 2020-12-24 Google Llc Smart-Device-Based Radar System Detecting User Gestures in the Presence of Saturation
WO2020176105A1 (en) * 2019-02-28 2020-09-03 Google Llc Smart-device-based radar system detecting user gestures in the presence of saturation
US20230204754A1 (en) * 2019-02-28 2023-06-29 Google Llc Saturation Compensation using a Smart-Device-Based Radar System
US11355838B2 (en) 2019-03-18 2022-06-07 Infineon Technologies Ag Integration of EBG structures (single layer/multi-layer) for isolation enhancement in multilayer embedded packaging technology at mmWave
US11686815B2 (en) 2019-03-21 2023-06-27 Infineon Technologies Ag Character recognition in air-writing based on network of radars
US11126885B2 (en) 2019-03-21 2021-09-21 Infineon Technologies Ag Character recognition in air-writing based on network of radars
US11454696B2 (en) 2019-04-05 2022-09-27 Infineon Technologies Ag FMCW radar integration with communication system
US11442550B2 (en) 2019-05-06 2022-09-13 Samsung Electronics Co., Ltd. Methods for gesture recognition and control
WO2020226380A1 (en) * 2019-05-06 2020-11-12 Samsung Electronics Co., Ltd. Methods for gesture recognition and control
US20220404914A1 (en) * 2019-05-06 2022-12-22 Samsung Electronics Co., Ltd. Methods for gesture recognition and control
US11841933B2 (en) 2019-06-26 2023-12-12 Google Llc Radar-based authentication status feedback
US11868537B2 (en) 2019-07-26 2024-01-09 Google Llc Robust radar-based gesture-recognition by user equipment
US11288895B2 (en) 2019-07-26 2022-03-29 Google Llc Authentication management through IMU and radar
US11790693B2 (en) 2019-07-26 2023-10-17 Google Llc Authentication management through IMU and radar
US11360192B2 (en) 2019-07-26 2022-06-14 Google Llc Reducing a state based on IMU and radar
US11385722B2 (en) 2019-07-26 2022-07-12 Google Llc Robust radar-based gesture-recognition by user equipment
US11080383B2 (en) * 2019-08-09 2021-08-03 BehavioSec Inc Radar-based behaviometric user authentication
GB2586616A (en) * 2019-08-29 2021-03-03 Continental Automotive Romania Srl Operator remote control unit for controlling the movements of a mobile part of an industrial or agricultural equipment
US11467672B2 (en) 2019-08-30 2022-10-11 Google Llc Context-sensitive control of radar-based gesture-recognition
US11402919B2 (en) 2019-08-30 2022-08-02 Google Llc Radar gesture input methods for mobile devices
US11169615B2 (en) 2019-08-30 2021-11-09 Google Llc Notification of availability of radar-based input for electronic devices
US11687167B2 (en) 2019-08-30 2023-06-27 Google Llc Visual indicator for paused radar gestures
US11281303B2 (en) 2019-08-30 2022-03-22 Google Llc Visual indicator for paused radar gestures
US11327167B2 (en) 2019-09-13 2022-05-10 Infineon Technologies Ag Human target tracking system and method
US11774592B2 (en) 2019-09-18 2023-10-03 Infineon Technologies Ag Multimode communication and radar system resource allocation
US11435443B2 (en) 2019-10-22 2022-09-06 Infineon Technologies Ag Integration of tracking with classifier in mmwave radar
US11467673B2 (en) 2019-10-24 2022-10-11 Samsung Electronics Co., Ltd Method for controlling camera and electronic device therefor
US11831459B2 (en) * 2020-01-17 2023-11-28 Beijing Xiaomi Mobile Software Co., Ltd. Control method and device for home device and storage medium
EP3851940A1 (en) * 2020-01-17 2021-07-21 Beijing Xiaomi Mobile Software Co., Ltd. Control method and device for home device and storage medium
US11808883B2 (en) 2020-01-31 2023-11-07 Infineon Technologies Ag Synchronization of multiple mmWave devices
US11614516B2 (en) 2020-02-19 2023-03-28 Infineon Technologies Ag Radar vital signal tracking using a Kalman filter
US11585891B2 (en) 2020-04-20 2023-02-21 Infineon Technologies Ag Radar-based vital sign estimation
US11567185B2 (en) 2020-05-05 2023-01-31 Infineon Technologies Ag Radar-based target tracking using motion detection
US11774553B2 (en) 2020-06-18 2023-10-03 Infineon Technologies Ag Parametric CNN for radar processing
US11946996B2 (en) 2020-06-30 2024-04-02 Apple, Inc. Ultra-accurate object tracking using radar in multi-object environment
US11704917B2 (en) 2020-07-09 2023-07-18 Infineon Technologies Ag Multi-sensor analysis of food
US11614511B2 (en) 2020-09-17 2023-03-28 Infineon Technologies Ag Radar interference mitigation
US20220137184A1 (en) * 2020-10-30 2022-05-05 KaiKuTek Inc. Impulse-like Gesture Recognition Method, and Impulse-like Gesture Recognition System
US11719787B2 (en) 2020-10-30 2023-08-08 Infineon Technologies Ag Radar-based target set generation
US11892562B2 (en) * 2020-10-30 2024-02-06 KaiKuTek Inc. Impulse-like gesture recognition method, and impulse-like gesture recognition system
US20220137204A1 (en) * 2020-11-02 2022-05-05 Samsung Electronics Co., Ltd. Interactive control with ranging and gesturing between devices
US11719805B2 (en) 2020-11-18 2023-08-08 Infineon Technologies Ag Radar based tracker using empirical mode decomposition (EMD) and invariant feature transform (IFT)
CN112596606A (en) * 2020-12-15 2021-04-02 天津安怀信科技有限公司 Shadowless lamp control system, control method and radar-based gesture control shadowless lamp
US11662430B2 (en) 2021-03-17 2023-05-30 Infineon Technologies Ag MmWave radar testing
US11950895B2 (en) 2021-05-28 2024-04-09 Infineon Technologies Ag Radar sensor system for blood pressure sensing, and associated method
US20230024254A1 (en) * 2021-07-26 2023-01-26 Google Llc Gesture Controls Using Ultra Wide Band
CN113822795A (en) * 2021-09-17 2021-12-21 惠州视维新技术有限公司 Virtual key projection method and device based on millimeter wave radar and electronic equipment
WO2023059087A1 (en) * 2021-10-08 2023-04-13 Samsung Electronics Co., Ltd. Augmented reality interaction method and apparatus
US11953619B2 (en) 2021-12-02 2024-04-09 Samsung Electronics Co., Ltd. Radar-based system for sensing touch and in-the-air interactions
WO2024008803A1 (en) 2022-07-05 2024-01-11 Friedrich-Alexander-Universität Erlangen-Nürnberg System, method, computer program, and computer-readable medium
DE102022116737A1 (en) 2022-07-05 2024-01-11 Friedrich-Alexander-Universität Erlangen-Nürnberg, Körperschaft des öffentlichen Rechts System, method, computer program and computer-readable medium

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